{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading ../data/san+francisco,ca.csv...\n",
      "Loading ../data/new+york,ny.csv...\n",
      "Loading ../data/springfield,ma.csv...\n",
      "Loading ../data/boston,ma.csv...\n",
      "Loading ../data/springfield,il.csv...\n",
      "Loading ../data/albany,ny.csv...\n",
      "Loading ../data/los+angeles,ca.csv...\n",
      "Loading ../data/chicago,il.csv...\n"
     ]
    }
   ],
   "source": [
    "import glob\n",
    "\n",
    "all_dfs = []\n",
    "\n",
    "all_filenames = glob.glob('../data/*,*.csv')\n",
    "\n",
    "for one_filename in all_filenames:\n",
    "    print(f'Loading {one_filename}...')\n",
    "    city, state = one_filename.removeprefix('../data/').removesuffix('.csv').split(',')\n",
    "    one_df = pd.read_csv(one_filename,\n",
    "                     usecols=[1, 2, 19],\n",
    "                     names=['max_temp', 'min_temp', 'precipMM'],\n",
    "                     header=0)\n",
    "    one_df['city'] = city.replace('+', ' ').title()\n",
    "    one_df['state'] = state.upper()\n",
    "    all_dfs.append(one_df)\n",
    "\n",
    "df = pd.concat(all_dfs)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x13f0c2ff0>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.relplot(x='max_temp', y='min_temp', data=df.loc[df['city'] == 'Chicago'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x13f5ef560>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.relplot(x='max_temp', y='min_temp', data=df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x13f67eb40>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 645.375x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.relplot(x='max_temp', y='min_temp', data=df, hue='city')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x13f6fa8a0>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 645.375x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.relplot(x='max_temp', y='min_temp', data=df, hue='city', style='city')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x13f6df590>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 645.375x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.relplot(x='max_temp',\n",
    "            y='min_temp',\n",
    "            data=df,\n",
    "            hue='state', style='city')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x13f74a630>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 471.5x1400 with 7 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.relplot(x='max_temp',\n",
    "            y='min_temp',\n",
    "            data=df,\n",
    "            hue='state',\n",
    "            row='city',\n",
    "            height=2, aspect=2)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x13faea630>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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rWsyqDXPJ7BpSBQPbAtO2OXNyORfNitL15LPUP9xDWvOyZOIpnDS+lNl1EWbXRphUGdhnif+iadEtgYt4i46Z4KW6uhqArq4uampqBrd3dXUxb968I9QqIYQYg/q3Qt9mbMXFd3fMYHtfhpBH47PnT6ZgmsysjeDTXfSl8nQl83TGs1Q98SAA3nPO4c7PnIeqHjhnRQIXMVLHTEbUhAkTqK6u5umnnx7clkgkWLp0KaeffvoRbJkQQowxm51VpHtCM7lnow3A5y6YjKIojC8LUBvxUhZwMyUa4uTGUuaYMbwrX8NWFPpOO49Ypki2YGLb9j5vIYGLeDvGVM9LKpWiqalp8P22bdtYuXIlZWVljBs3ji984Qt85zvfYcqUKYNTpWtra7niiiuOXKOFEGKs2Tlk9IeB2QBcdkIN4ysCREMeGisCQ6rrejQXyoP3A+A98UQmXXwBPTmLRLZILGvhUhS8ugu/2zU4g2jPwGV6dRi3dsz8Hi0OkzEVvCxbtozzzz9/8P2uRNuPfOQj3HXXXdx4442k02k++clPMjAwwFlnncVjjz0mNV6EEOJgFTLY219AAf5ZnM/EygCXz63F79GYHA3tFWiY8Tjxh/8GQMm7301ZVYQ62yZbNEnlDAYyO1eMzhQwTAuP5iJvmNSV+JlWvff1hDgYir2/fr3jUCKRIBKJEI/HCYfDR7o5QghxWGXWPor/zx+g1a7gQvMXfPfKE4gEdObURagK7f2LYN+iRXT/8Efo48fTeP99aJHIXseYlk0qZ5DMO4GMpipMGSYQEuJgjameFyGEEKPPtm1imSJtsQyF5//KicBz5lw+ec4k/B6NSRWBYQMX2zDo/+MfAQi/613DBi4ALlUh4teJ+HXqS/2H8lHEcUKCFyGEOE6Zlk1fOs+q5gEeXtXOi0293GO8CiokKuYzszZCfamPhrLAsOcnn34Go70DNRwmcsV7DnPrxfFMghchhDjOFE2L9oEsD69s5/G1naxrT2ADXvJM8bYCMHfOfPSAzuSq4JCCcnvq//3dAITe+U7c48YdruYLIcGLEEIcT3qSOW57dANPru8aUrZ/bn2Ej9R3oa20KLpLsCunM6UqhFcffgpzbt06ssteB5eLyGXvHjIDSYhDTYIXIYQ4TnTEs3zo/5bS1JMGoNSvc+GMKBdMryLi0ylfswSATGQSExtqKQ2493mt/rt/D0Dg9NPxn3jioW+8EHuQ4EUIIY4DbQNZPrRoKVt70oS9Gv927iRm1obJGxaqAjZQnVoHQKB+FpH9JNYavb0kHnkEcBJ1FV0/HI8gxCAJXoQQ4hjX3J/hI3e+yrZeJ3D50kVTqSvx49VdNJT6KfHrhLw67n+uBkCrnrXf68Xuuw+7WMQ9ZQqhiy46HI8gxBASvAghxDFse2+a6377Ktv7MkR8Ol+8cCpTqoJMrQ5R6nfvTsbNDkDfzgrm4/a9pIpVKBC7514Awpdeiis4/EwkIQ4lCV6EEOIY1dSd5ON3LWNHvxO4fOmdU5lYFWRmbZgS/5vyWTpWOt+DUSibuM9rJv/5T8zeXlxlZUQuv+zQNV6I/ZDgRQghjkGbOpP8v7uX0dyfocSn8+WF0xhf7mdmzTCBC0Dbcud7+RTQfMNe07btwUTd0MKFuGtrD1XzhdgvCV6EEOIYs7krycd/9xotsSwlfp3/uGga9WU+ZtSEKdvXDKL2ncFL1XRwDf9fQ3bFCnJr16K43UQuv/wQtV6IA5PgRQghjiG9yTwf/92ywcDlKwunU1PiZUZNmIqgZ98ntr3ufK8+YZ+HDE6PPvtsfCfMGc1mC/GWSPAihBBHQHcih2VDdWT0Vr23bZubH15Dc3+GUr/OVy+eTlXYw4ya8LBrEw1KdUOiHVD2maxb7Ogg+eSTwM7p0a7hi9cJcTjIkp5CCHGYrW2Pc/PDa3h+UzcFwxq16z66uoNH13QC8OnzJlMR9jC9Jkw0fIAAaVe+S7gWgpXDHhL705/ANPHOnk3ogvNHrc1CjIQEL0IIcZj9z3NbeGxtFw+tbKcvnR/RNXJGbsj7nmSOW/7uFJl754woEysCTK8OUxMZPvl2iPYVzveKqaDvXZzOymaJ3X8/4PS6qL6DuKYQh5AEL0IIcZh97MxGAF7b1s+69gSmZb+l83NGjqaBJjLFDACWZfNf/1hHdzJPZdDDu+ZUM6kyQF3JQQYZbcuc75XTQds7Lyb+t79jxRNoVVWEL3v3W2qrEIeCBC9CCHGYLRhXyrRoCMOy+duqt977kjfzZI0sBbMAwONrO/n7qg4APnTaeOrL/NTtp7z/ELa9u+eldv4wu+3dq0dfcgl65fDDSkIcThK8CCHEYaYoCledVA/A8xt7aOnLYL2F3peiVSRTzFCwCvSm8tzyj3XYwPnTKplZG6axPIBb2/fHu23tkWcTb4FMHyguqNt7gcX0kiUUmrageL1ErnjPQbdRiENJghchhDgC3regnohPZyBb5LG1nQxkiwd9bsEskDWy5Ip5vvvoejrjOcr8Ou8+oZb6Uh8VwX2vBj3w0ENsOv0Mev/nl86GXcm6JQ3gK9nr+NjO6dHB88/HO23aQbdRiENJghchhDgCSgNu3n1CDQBPr++mfSCLbR9c70u2mKVoFXl2YxcPrmgD4MNnNFId8TKu3I+iKMOel3rpJTq+/g2seJyen/+c2D33QOvOfJfyKaAPzZEpbN9O6vnnAYhc+i4UVf7LEEcH+ZsohBBHyIdOG4+mKmztTfPKll4SOeOgzksVUyQzBrc/1Y1tw9mTK5hRHWJCRQC/e/jyXbmNm2i74fNgGGg1TtDU+Z1bSb242DmgctpeywL0/+GPAPgWLCBw9tkjfEohRp8EL0IIcYRMrgpy5uRyAB5f20VXPHeAM8C0TG5e8k3+e/n/0JMwiPg0rphfR3XEt896LsWublo+9SmsdBrvrFmMv/t3hC6+GEyTtoe6yQ1oULcA9uhZMZNJ4g88ADirR6ue/VTnFeIwk+BFCCGOEM2l8uHTGwFY3jzA2vY4qfz+e192xNvYGt9Cjk5Udx8fPK2e8qCbxooALnXv4SIzlabl3/4No7MTva6O6M03425ooPYH38c7aypWUaFlcTlFrW7IefEHHsDKZNDr6wm/65JRe2YhRoMEL0IIcQSdPqmcadUhTNvm8bWddCf23fuSN0ye2bJm8P24mh4mVemML/MT8el7HW8bBm1f+iL59etRIxGq/vM/8c911i5S3W7G/fvluMNFjIyL5i98Eyudds4zzcEho/C73oVWWjqajyzE2ybBixBCHEF+t8ZVJzrTpl9s6mN7b5pc0dzruFzR5I2WOL995Y3BbfXVHYQD6rA1XWzbpvM73yH9/GIUt5voV79K+B0XDDnGFVtNwzn9uHwuCtubafn0Z7ANg9Tzz1NsaUENBom8R1aPFkcfCV6EEOIIu3xuLeUBN6m8wbMbe+hJDi1alyuarG2L851H19GT6xrcnrF7qY7ow9Z06b/ztwzcex8oCpVf+AKRyy/b+8btK3EHTRo+cz6K203m1Vfp+PrXB1ePDr7jHbgnThzdhxViFEjwIoQQR1h50MO75jgzgJ7b2E1rf2ZwwcZc0WRde5wfPr6RVS1xXJ6+wfPSVoyAZ++FHROPPUb3D38IQNl111H6wWv3XgXaLEK3sxaS7/Tzqf3RD0FRiD/0MJlXXgFVJXLZZfucdi3EkSTBixBCHGEuVeGa08bhdqm0xLK8tqOf3lSebMHpcfnFM1t4ZVs/qgLV5fHB8wbyPWTMzJBrFTs6aL/xKwCELr2UiuuvR3UPU7Suex2Yeae2S9UswhddRNV//Mfg7tS8SQROOfnQPLAQb5MEL0IIcRSYUB7g7CkVADy7oYe2gSzrOuLc+dI2nt3YDcDn3zGFrN07eE7GyNCd7h5S3C6zfDl2oYDeOJ7oV27EFQwMf8Pmpc730gngCQIQ+si1/OMsD7EA3Dp/By90v3LQhfOEOJwkeBFCiKOAV3dxzanjAFjZMsD69gT3vtbCI6s7Afi3cyYyq04jbSQA8O0sKNeSbMGwdk+vLmzZCoBn4iT0qqp933DXStLlkwcr677Y9iJ3n23yqRs0tlRZfGXxV3i+9XnSxfSoPqsQb5cEL0IIcZQ4cXwps2rD2MDvXt7On5e1AvDBU8fxjhlRtsS3A+DX/DSEGgBoT7dTsAqD18hvc4IXvb5+/zdrX+l8r5w+GLw8uu1RAM6rP49JJZNIFVPc8vItvNj6Ii2JFormwa+/JMShJMGLEEIcJcJenSvnO8XitvQ4vR1XzKvjyvl19KXzKG5nyKjSX0lNYGeJ/1QnBXN38FJo2gKAe1zDvm9UzELfZud11UzQvGSKGZ5reQ6AiydczC/O/wXl3nJ6s7386o1fsaZ3Dat6VtGd6cay904SFuJwkuBFCCGOEqqqcMmcaqp3lvl/58woHzl9PD2pPPWlfvI4uS/l3vLBnpeubNdg8GKbJoUdOwDwzpix7xu1vQ62BZ6wsyCjovBM8zPkzTwV3gpOqT6FhnADt519Gz7NR9NAEw80PUDaSLOmdw3r+tbRme4kXUxLTow4IoZfwUsIIcQRURH08B8Lp7GlJ8U7Z0TpTuaJhr1MiQb541ZnBekyb9lg8NKd7h4cNiq2t2MXCqDr6OPH7/smLTuTdcsmgjcEwN+3/h2AU2pOIaA7Sb4nVZ/E5+d/nh8u+yGvdLxClb+Kq6ZeRW+2l650F26Xm5A7RJm3jJA7RNAdRFf3rvQrxGiT4EUIIY4iHs3FvIYSAh4XfekCEb/O1GgIj+aiNenkwJT7dve89OZ6SRQSYJnkN20AQK+sQLWykOoGy3C+zCIYeedr+0vOzcomgu4nlouxtMMJaM6pO2cwGVhXdRZOWEhrqpU/rP8Df9vyN6r8VVw4/kIA8maeVDFFX64PBYWAFqDEW0KJp4SQO4RP80mdGHFISPAihBBHmYqQhx39aXSXyvTqEAGPhm3bdGWc6rrlnlIaTHCrOgWrSHPTE8yq7CW/7FkAtFI/Sucy0N/UC6KqoLigZ8POG00D3cvfmh7AtE1qAjWcUHnCkICjzFvG5ZMupy/bxz+3/5M719xJQA8wITJhyKUNy6Ar28WO5A4sy8KtuQeDmYAWwKf7BntlfJqPSn/lIfrpieOBBC9CCHGUCXs16kv8lAR0SvxOgbmcmaMn2wNAhTtMONlFtR6mOd9Hc6YTE5t8szOtWq+tRiltgDdX1QUopCHR7ryOzsTSvPxz2z8BODF6IgH30LowqqJSF6rjskmXkSgkeKn9JX62/Gdv6/nOrT+X299x+9u6hji+SfAihBBHGUVRmFodGrKtPdWOYRm4FBcVLj8ew6Y+UENzvo92I0VB91JodXpm3HU1ey8HYNuQG4AdLwM2BCohUk9TfBvr+pxlAs6oPYOgHtyrPWF3mLpQHVdMvgJVUVnWtewtPY9t29g4ib0KyuBrIUZKghchhBgDdiScWUTl3nI8to2uaEwI1LKkfw0duT7yZpFCawcA3nAC1vzV6WFJdu783gFGbvcFyyZgecI8vOVBbGwaw41MjEzE7RpmKQGgNlBLb6aXa2dey/Xzr99vWw3LIFPMkDWy2LaNV/NS4imh1FtK0B0cNkAS4q2Q4EUIIY4Ey3S+q8MM7QyjJdkCQIW/gsBAC3q8m2lxpyBdunstvt99CCvtA2wC7Xexc1b1myiDPS5Mfzcxu8Dzrc8DML9qPqXe0n3e36t5GRcex9retRi6gabu/u/Dtm1yZo5MMUPBLKCrOn7dT2O4kbAnTFAP4tW8B/WcQhwMCV6EEOJI6N0MLjeUTzyow1sSTvBSrkeY9ewPUQppprl1qKuhVTExu9KADz1goZRPgLIGCNVAuNb5HqqBUNS5p2Vgp3pYOdDEjsQOFBROip40OEV6Xyp8FVT4K4jlYpR6S8kYGbLFLJZt4dN8lHpKKfeVE9ADBPUgroMMzIR4qyR4EUKIw21X0qzbD2UT4CCmE7emnGnStUYRrZAG3U/DhHOhsJZ+l4vtFZeg8BqumomYF30VrTSy74sZeWK2wVPtLwIwvWw60UD0gMGLpmo0hBqI5+PEcjF8mo/xofFEvBECemBwirUQh5oEL0IIcbilup3kWWwnD0Xf/3/6tm3TkXbyWRpT/c7G+pMInfsVSp+7nlgxSX9XgnJAi1ag6Pv/aLcLGTrMDMt7VgEwr2oepd7SIUNB+1LqKWVm+Ux0VSegBw7qHCFGm/ytE0KIw8ksQrwVvGFnjaFC+oDBS9Eq0pNxpklPju2c5lwzD4AGf5RYPInV5iS5aNEKFG2Pj3az6ARIRg4MpxJvzMrzRraL9nQ7LsXFnPI5RNz76anZg6IoVPgq3sIDCzH6ZG0jIYQ4nNI9kIuDt8SZvpxPHvCUWC5GsugcN73XmXVEzQkAjPdHAfD2pABwV0ZQinGItzlfmT6wLPCVO4sw1p9ErGIyy1LOdU6oPGFw2EeIsUJ6XoQQ4nCxLCegcOnOLCPNDZl+J+9lP3ZNkw65fJQYeWx3AKVkPBQzTNBLcBdtgnEDAD1ajuIvAW8ZeAKg+8EdcO4JWLZFX6qZ5T0rAFhQtYCAFsCv+w/dcwsxyiR4EUKIwyUbg3QvBMqc924/5BPOekOaZ5+nNSebAahRnI9su2oWSrIL3H4mhcdT0w8KoPh96HPOgYZ5+7xWuphmQ/8GerO9eFweppVNo9RXiqpIR7wYO+RvqxBCHC7JDrBN6FgF914LPRt3573sx65p0vX5PABq1XTwl8G405ky5VLq+nZWrI1Wogb3n7uSLqZ5tfNVABZEF+BW3YTd4bf5YEIcXhK8CCHE4ZBPQqoTfKXw2iJItMEbfwbbgkJqv6fumiY9IT3gbCibDIEqcPup9VUzrteZap2tCKJ69t2DA9Cf62dFtzNkdEr1KXg1r+S7iDFHghchhDgcUj1QyDoBzK5VndteB6sA2YF9nmbbNu0pZ4bR+HwWy+WB0vHgK3EOyOWZFHNK+veWaShvXkl6D0WryGsdr5EoJAjoASaWTCSgB/C6pPqtGFskeBFCiEPNyEO8BbxB2PDI7u1WETrXObkwpjH8qZZBd8aZBl1vGBTLJ4I34ky1BqxMZnDYqKWc/QYvmWKGJR1LAKfXxbZsyn3lKAdRJE+Io4kEL0IIcaile5zEXM0Lm590tlVMdb63vQbFzD6HjjLFDL25XgAaigZGxVTwlw8m+BoDA5T2OfVbmsoLmK59f6zH8jFWdq8E4PTa01EVVRZJFGOSBC9CCHEoWaZTlE7zQPMrThDjr4AzPufsb3l1v0m7bek2LNtCt20qTRN7V/CCM6RU2LIVl2FRcMGmcJqiy95nUxa3LCZjZIh4IkyITJB8FzFmSfAihBCHUqbf+fKW7B4ymnoxRGc5QUgxA90b9pn3sqvGS13RQFFdqNGZg0NGdjZLfquzsnR7OXTYcYrq8MFL3swPriB9es3p5M08EU8Et8s9es8qxGEiwYsQQhxKiZ3l/LMxaF3mvJ5+CSgqNJ7lvG9fDtl+p4jdm7QmnZlG9YZBKlKHOxAFtzPUY2UyFFud/e3lCgk7QywXG7YZvZleVvasBOCMujMomkVKPCWj84xCHGYSvAghxKGSi0O625kZtOkxwHbWJArXQSED9Sc7x7W+BvnUsHkvLcmdNV4Mg3RpI1q4dnAVajOdxujqAqC/wulB2ZrYOmxTnm15loJZoNJXyYTwhMGFFYUYiyR4EUKIQyXZvbt67sZHnW3T3+V8z/Q7QYw74Kww3b1u2LyXtlQbsDNZt2q6M9NoJzM2gNHtzEQqVJYAsG1g217XsG2bp5ufBuCM2jPImTnJdxFjmgQvQghxKBQyTiE6TwjaV0CyE/QATDjHSdDVveArg7qTnOPbXt9rkcaiWaQn6QQvdYaJXT0XPDunSBcKWOnUYM+LO1oNwNb43j0vPZmeIUNGmWKGUm8pmiorxIixSYIXIYQYLbbtDBX1bYW2Zc7MIk8INv7T2T/5Hc506XzSCVwi9VAz19nXtsxZ98jenXBbsAr0ZHsAKPVEcJeMA5cTcFjpNEZPD1YqBYpCaXUjAO3pdix7aO7M4zsex7AM6oJ1RP1RXIqLKl/Vof1ZCHEISfAihBAjYBUK5DZvxkwmwShAosPpYWleCt1rnSnS4Vonj2WbM8tncMjIyEMo6nyNOxVcbkh1OecVM4P36Mv2kbKcGi6BcD1aoHJwn53JUOzoBMBVUcG4cAMAHakOilZxSFuf2P4EAGfWnUk8H6fKX0XEs/81kIQ4mkmfoRBCjIA5MEBx0zqMLW/gKXOhBV0oLs1JztV2Bxk0PQVmEcomQcU0Jzhx+52p054glEyA6GxnxlHzyzDzPU4eDNCccFaTLjdMClVTcfvKdt8/HsfocXpl9JoaxnvrAOjOdpMtZvG4nCJ2Peke3uh9A4CToyfjUlzUBGqkqq4Y06TnRQghRsDsasaObYXYdnJNO8j3W9jeCmdYaE8b9kjUVZTdQ0aenZVtwzUw7jTndesyZ9bRTi09a4CdM42qZ6N7d+e7mIkERq9TeVerrqbGG0VXdQzLGJyhBPDItkewbIsJkQl4XB7pdRHHBAlehBDiLbLzOfLLX8LOZXDVNKKWV1Fo6yTbtB0zvXvYh97N0LcZVB0mX+jks5hFCEZ3H+MrhakXOYHNwA7oWj24q7PdqQtTg4ZS0oBbdWOm0uTWr8dMJAdnGmnRKJrPR0PIGTpqGmgavMZj2x8D4LSa01AVlepAtfS6iDFPghchhHiLihuX0/Gj/6XjZ/eQeWMdqseNVlGK2R8nu3ELxd4Ytm3vnh7deBZ4I1jpOEbGotCXoe/1V+hdsxwrm4Wq2VA5wzl2y7PObCSge2cQUu6J4PGUYA/Eya1dg9nTgxaNYrQ7BfD0ykpUn4/GSCMATTHnvI5UB2v71qKgMKNsBpX+SilMJ44JErwIIcRbkU+SeuD/sIsWdtGk+5d/JPXQXSgYaJWl2KZFbtNWCtu3Y+9chLFYeQaZDVvILF9FdksP2S3baWvbyNa1L9H2yrMUYjnsxnOc6ze/DIU0RatIV7YPgFCgBm/SJrtmLVY2hytajW0YgzkvrooKVJ+PiZGJALSmnKq7j2xzliOYXDKZMm+Z5LqIY4YEL0IIcbBsG3qayLz6EgCazwRbofexJhJ3fAPX9n+gBTTUoB9z7ZMohRSWXkI2EcYcSKCo4GqYRKEiTDKgYFREaI43s2P5YjLuE5xb9GyEgR0Uk120YwAQUuvwbO1A0TS0igoURaHY3g62jRoK4QqHUHSdCZEJgDNdGuDRrU7Pz7yqeVT4KqTXRRwzJHgRQoiDlerCfPl/yTgdG1T8v2spO8/p7ehf56b7D8/ifvE/cHc8iif1GgBmzdno0Uq0kBs1XIriC9OR6eLl9Gq8bj/esnLavVmaUwUMTy0KNtbqv1HY/gKdmguA8mQIrbQEVzg82JRim1O8Tq+rAxsUXacx3AhAR7qDzbHNbB7YjKqoLKhaQG2wVnpdxDFDpkoLIcTBMPLQupz8i3/DLIRRvRruSVPwzpqNOmEFvXc/QLLVR/EJFw3nPILLa2GjYNac7ZyfT0OomrwC/9f5V55NLWdjsY0vVL8fl99FtytOadksqjvasdY+RmdfE6ai4LYhUNGA7gsOac5g8FJTg+JyobjdNHobAYjn49y/8X7AGTKaEJkgvS7imCLBixBCHIxYM7z6a1ItTu+Fd9pkzNZtWGVRgqfORysrpftXfyTXD9ufqqbh7G60SXOwfRXYponRH8fotujtfJ2J65czP2FSdK2ktzRDZaCKCo+bTtODp9uPorXQ3zMAM9xU40X3BdBd+pDm7ApetJoa0DQUXSfs9lHmLaM/18+DTQ8CcGr1qdQEJddFHFskeBFCiAPJxmDLU9jbnifdUQ6AZ1wlWt14zN42TF3HO6WRmhs/Rdftd1Ps6Wf7c/V4WsMYf/kZxZ5+MM3Byy0ccvGNwEYUwAN0UgJAKfD+bpONF5TiUl3o6j6Cl2gURXeCF4DGcCP9uX7yZh5d1Tl/3PmUekoPxU9FiCNGghchhNgfy4TeJnjt/zCyCrmYGwDPxAb0yXPQK0rIbdiAqbrQoxXU3Pgpun/5R/Jbm8mu3rz7OpoLtaqKdaEEmyMZKqOTaMt1YOSyzFRqma3WQy6Pp3cLWryHTI+H9y6xWW0XcH3YNWQRRds0nYRdQK+qQtHdKJqzf0JkAsu7lwMwu3w2k0omSa+LOOZI8CKEEPuT7IDVf4G+JlJdTsKsu74KrXYiavVEXHUNWLkUhR0dWK4orlCA6L9/lPQrK7FNC72yFC3kQpt2KitybXxz+/ewcfHDhstwFfv5YecfeYAuvlN/JZO89SixTYxf9l/8prOKs57TmPNyF6b+KHx21uAUC6O3F4pF0HXUSATV7xts7q4ZRwBn158tvS7imCSzjYQQYl8KGehYDW/cC0AyNg4A75RG1MpxqIEA+Mtwzz4Dd3UEs78fK19A1XVCZ59M+LxT8U2uQ49Wk9N0nhh4GRubad7x+CyN8a4qzgzOxcbmN90PYsYTZHMlFPUwTyxQueNSFVsB1+LX6L39duydQ097JutiWai+vYMXn+bjwvEXSq+LOCZJ8CKEEMMx8hDbBivuhtwAVqCWzHZn3SHvzNlo1fUoqvMRqpQ04J59Ku4yN2ZsAKu4x6rOxQz4yxgoZliSchZIPDN4Arqq43F5uDpyPgHFy/ZCJ4/ml8H0SbSf9xVa3B6eP0Gl5ZpzQVVJL15Mz3//N3axSLHVmaut19cDNqrbPXi702tP5z2T3sMn5nyC8eHxh+dnJcRhJsGLEELsySjAQDO0vArbXoTNTwCQ8l+CnS+gBv3oU2bhCod2n6MoKBVT8MyYizviwuyLYxsGWJZzSXeQZfHVdBr96IrGCZ5JBDU/kZwLd0+cD0UuBODPqRfoCtt0TDyJtGIDoM+Yhu/znwJNI/PKK3T/8IcUtm939tU5K0mj707m1VWd75z1HT5xwidQFfmIF8cm+ZsthBDgLJgYb4XWV6FjFRh5Cm/cA5YB404jtWlnr8usmaihCGooNPR8zY1SPRPPpMnoEQ2jN46dS2G7vMTzWZ7vXwrAKa7JeLrjRBI2pcEKjMnjOPPE9zKzfCYFq8CiNYvoSncBUKpHcOct/CefTPSrX0Vxu8kuX0568WIA9Fqn8JyiD52JJMSxToIXIcTxzTQg0Q6ty6BtBRg5CNWQ73wDd/sKbFXDPuXTZFasBcA7aw6uSATV49n7Wp4QSs0sPA1RtIgbo6sTI+uiM97BsqKzWOIZdWeizpxC2alnUHnKWUTGTyZJjv835/+hqzpv9LwxWKOlyleJy+fFVTDxzZtH9GtfQ/F6B2+nRaOgaUOGjYQ4HkjwIoQ4fqV7of11aFsOhSSEqiG2A576Fu5nvg1A55QLSHdlKHb3g6LgmToVraxs39cMRVFrZuKtCeOb1oi54AReqOwjY+cp85bRMGkukfqJhCprcXm8VAeqKZgFqgPVvHfKewF4vet1ACqCUdSSEtRMHgDvrFlEb74ZNRBADYfRqqpQNE16XsRx55gMXu644w4aGxvxer2ceuqpvPrqq0e6SUKIo00+CZ1rINMPnhBsfwke+H/wyBdh+wsotk1/9Sw2TDmXnp3DNJ6pU3CVlKAGg/u/dul41KpJ6HXj6Qt6eaVnGQDn1J2DZVlU+CoGDy3zlhHUg6SLaS6bdBn1ofrBfeW+ctSKclTDwradHBjv1KnU3XEHdT/7GYqqOoGLBC/iOHPMBS/33XcfX/ziF/nmN7/J8uXLmTt3LgsXLqS7u/tIN00IcbQwDejZBL2bYPWf4Z4PwEs/hdh20Lykpy7k5fO/RPu5X0KzVdIrnGJz3lmzUf1+Z4r0/qguqJpBtnwSmxNb2RDbAMDJNSfj1byEPbsXWHS73EQDUdKFNJqq8ckTPomCM725zFuGr7QSl9+PnckMnuMKBnGFQtiGgerzyXRocdw55oKXn/zkJ3ziE5/gox/9KDNnzuRXv/oVfr+fO++880g3TQhxtBhw1inin/8Ba/4KxTREGuCMGzCuuY/1J1yJVToeBQgn06jbnARa99QpaBUVKC7Xge+huYlh8mLbi1i2xZTSKYTcIcq95fg035BDy33luF1uckaOqaVT+cD0DzCpZBLTyqbhC5agVZRjplJ73cIuFlF8vr22C3GsO6Yq7BYKBV5//XVuuummwW2qqnLhhRfy8ssvD3tOPp8nn88Pvk8kEoe8nUKIIyjd6wQsbzirLjPuDJj9XqhbAIpKfy5GvJii0lsChRTa+j6UookdCaHV1uJ68yyjfTAtk/ZkO8u6dg4Z1Z+DaZmU+8r3OjbkDlHhq6Az04lX83L55Mu5fPLldKW68OpetPIwxdZWbNMcGjjZFuoeCbxCHC+OqZ6X3t5eTNMkGo0O2R6NRuns7Bz2nNtuu41IJDL41dDQcDiaKoQ4EopZ2L4ElvwcsGH6ZXDxd6H+JFBULNuiI92BZuSw0z3kCimUNU412/y08WR1a+8p0vvQl+tjbf9a2tPt6KrO3Iq5BPQAEU9k2OMr/ZVgg2EZQ7brqo4rEkEJBLD2GDoCUECSdcVx6ZgKXkbipptuIh6PD361tLQc6SYJIQ4Fy4KejfDsdyCfgPJJFCa/n3xrG2ZfF3aig4G+TfSnOwnrIb7f+iSf3ngXxs7FFYsT6xjQ8ijDTZF+k1QhxdaBrSzrdHpdTq4+GRubCl8Fbtfw05pLPaWE3WGShaTTXNsCBdyqG8XtRq+qwk7vHjralcArwYs4Hh1Tw0YVFRW4XC66urqGbO/q6qK6unrYczweD56D+DASQoxxyXZ44UfQuxF0P9aZN1HY1ISVyVIIhNGidXSFfRCZzForyep4E9X9Nnqvia2quCdPpM9vkSgk9tl7AlA0i2yJbyGRTwwOGZ1dfzbgJODui0t1UROsYV3vOmyPjWEZaKqG7nKCE1dZGWzfjm0YzgrShgEyTVocp46pnhe3282JJ57I008/PbjNsiyefvppTj/99CPYMiHEEZWLw8p7YP3fnffn3kihP4NlKOgnnIM64SQShpv45h2Et8b469p7AJi/xendSE+KoocjFD06XZmufd0F27bZkdhBT6aHllQLqWKKUk8pEyITCOiBIbOMhlPmLcOv+0kX0xiWga7quFWnp8YVDqOGw1g7E3d3BTGKFKgTx6FjKngB+OIXv8hvfvMbfve737F+/Xo+/elPk06n+ehHP3qkmyaEOBLMImx/0ZkKDTDrSszwdIrdfbgaZoC3BNUfJBFwUSgNsdFsoynbjBuN87b5AVg8PoPt9RIqq6I7002qsPfMH4CuTBctyRZKvaW80PYC4CTq5oo5Kv2V6Or+e0m8mpeoPzokeNFUp4NccbnQolGsrJP3Mhi8SM+LOA4dU8NGAFdffTU9PT3cfPPNdHZ2Mm/ePB577LG9kniFEMeJns3w5M1QSEHlNOwTP0pxw0bwRVHLnYUNc0aOvlwvPrefv8SWAHCxZz6NO5wCl09OSBFxbed0z2ziqSTd2W6C7qGF6uL5OFsGtuDVvOSMHCu6VwBwZt2ZqIpKqaf0oJpb4a+gNdVKupimJlgzpIaLVlJCQdexCgWnxkswMLiytRDHk2Pyb/1nP/tZduzYQT6fZ+nSpZx66qlHuklCiCMh3esk6PY1gTsAF9yM2dVOMetGbZg2eFg8P0DezLO50MbmXDO6ovGennEohkm61EtbOdzT8xiGZRB0B+lIdZAp7p75kzNybBnYQtEqEnQH+dWqXzm1XUqmEPFECLqDhN37HzLaJewOU+4rJ2tk96oHo4ZCuCIRrGQSDAPV7x+dn5MQY8wx1/MihBCD3vgzbHzEeX3eV7FthULSxg7XYBeKJJ5fjGUUGMh0E7It2pKvc7FhMdNbR3DLcgDcs2ZR4mqiO9/Lkzue5OLGi+lMd9Kb7WWcPg7TMtme2E5/rp9oIMr9G+9nZc9K3Kqbj835GNlilvrSelzqQRS2AxRFIeqP0pPpwevy7rVPr6rC6OkBRUWVAnXiOCXBixDi2NS7GXYursicqyA6G6MvjmkE0GqidH3/++RWrgRg13zDdw+evGXwlWvKBK4qa+Q3vQ/zwKYHOKf+HALuAB2pDqKBKN3pbtqSbZT7ynmt8zUeanoIgE/O/ST1wXri+fh+ZycNp8RbQrm3fNhp1a6SEhSvDyudknwXcdyS4EUIcWx69TdQzEDldJj/QexskmLODwEf2TVrnMBF0zDnTcewTTblW0iYaWr0ciZ4ap1rVJbDpHGcN24Cj+aW0ZZq429Nf+P9099PZ6qT5kQzHekOgu4gXeku/mfl/wBw6cRLOavuLGK5GCF3iJD74Arb7aKrOlPKpgzONNqTGgiglZVRzGUleBHHLQlehBBjmm3bwy9MuOmfzvdZV0IugWGXY+QyuCpCxO6+GwDPRRfQ+q75tNl9fLf9LjTc/Lzxk9haBNO26Et2E8wY+IMhrplxDT987Yc8uu1R3tn4TnxuH+2p9sF7/2jZj8ibeWZXzOaa6dcATi5MY7gRVXnr6YVvznfZk1ZZgZmIS/AijlvHZMKuEOL4YCaTZFetotjZiW2au3e0r3QWX1Q1KJuI5a2ikFJQfD7Szz9PsaUFAn66L5iDS1V5sP95AC6InESZ5gzxJAsJIpaHrAZFj8aCqgXMKJtB0Spy/8b7CbvDeDUvJZ4SfrHiF3RluqjwVXDDghtwqS4KZgG3y/2Wh4wOhqukxBk+kpwXcZyS4EUIMWaZ8TjFzk5ya9aQXbcOc2DA2bHmr8736hMgVEPRLsWIp0iTp++ePwGQuvg0tFCIdivG+tw2NFy8p/RcwFlfyLJsKpUQlbUT6Ss61712xrUAvND6Ai3JFoLuIPdvvJ9VPatwq26+fNKXCbvD2LZNLBejxFNCUB86pXo0qB4PvpkzUaVAnThOSfAihBiTLNOk93/+h+zKVbjKKzC6e8isWkVu82bsDY86B9UuoOgpo695K81WL21//RMkklhVZfgvegc+zcdf+58B4PzwiZTv7HVJJPspy6qE9TB1ddMJ6kHi+TiTSydzeu3p2Nj8af2feKX9FR7e8jAAn5r7KRojjQDEcjECWoAJkQnDD2kJId4WyXkRQoxJ6eefJ/7Ag4AzhTh86aVY2SzF1c/j7W/CRiERncW2ratJd7Sj6Bolz7zmnHzVpaBprM9uZ212Ky5cvCdwBsTiFLJpXKpJZcN0/HUT0KLVNOa8rOtbR8Es8P5p7+fVjldZ1bOKtX1rASdB98y6MwFnUUYbm0mlk95yoq4Q4uBIz4sQYkxKPvnk4Ov+3/6W5NNPo/p8ePKrATC849mxo4tkZzehimpK/rkUpVDEnjIB5s8C4K99zjpo5+szqSi4IRwk3lhO2SlnUHHSGeh1dSguF1X+KmqDtfRl+6jyV3FR40XOPSyDORVzBhN082aedDHNhPAEKnwVh/PHIcRxRXpehBBjjm3bpF5w1g7yzJxJft06+n71KxSPh7LMiwDESqfwt+QabF+Isi0GFyxxis49d0kNsdhiMmaWNbmdvS7T/wUqGkjrFrplUF85BXWPsvuKojA+PJ5EIUEsF+O9U97L0o6leDXvYIKuYRn0Z/sZHx5PXaju8P9QhDiOSPAihBhzsitXYvb2objdlH38YyQfe5zUk0/S+4uf4zmjl3Ad3O4r8KC9EXI2Nz9oAfDCTIVfBl6F/t3XOrf+bCrHT8O2bRLpTiaWTNxr3SJwFk2cEJnAmt41+FU/Pzv/ZyiKgqZq2LZNb7aX6kA1jZGRTY0WQhw8CV6EEGNO4vEnAPDMmIFWVkbkiiuw83nSixfT/lIpAxepPGI3A/CBlgZmN2/H0BS2v3su54c9YNmQL+Atr+S9M50hn2QxSVAPUhOo2ed9y73l1Afr2Z7YTjQQHQxSerO9RNwRJkYmHnDlaCHE2yfBixBizEk/79Rl8c6ejVZWTjHfTtlHr0NpWUJqm0H8KZsJlQZmYx1XPJUCwHXRuVw77RLnAr39UBWBaZPA5cKyLdL5NNPKpu23OJyiKIwLjyNRSNCf66fCV0E8H0dXdSaXTMavy0KJQhwO0rcphBhT8tu3U9i2DRQF34L56LU16HV1WJ1N1J7UilabRzPgpvtN/v3ZAEpXL3YogP2u83deoACKAjVRcDmLJcbzcSLeCNFA9ID3d7vcNEYaUVDoz/VTMApMKplEibfkED61EGJPErwIIcaU5D8fA8A9eTJ6tBo1GMTd0IAnvQqXy+KuKzysawB/HipfXA9A6l1nkNFsbNuGgThUlUNJGADTMskZORpCDcMuhDicMm8ZDaEGDNNgfGQ8Uf+Bgx4hxOiR4EUIMaYkn3sW2DlkVFWJoiiouoaWfJ0tusY/whrfv8pFZlwlAGptNaUXXYxlm/T3t5FWDazqSqf3BYjlY1T4Kt7y1Ob6UD0zymfQEGqQQnRCHGaS8yKEOKrF83H8uh9d1TH6+sitXgOAf95cXKGdReAS7ag9q7m9ogRLgdnhyWQ+ezH+JeupPvcS3JEGKowqYonN9NX46FZSuHMF/Jofy7KoD9WjqW/t41BXdaoD1aP9uEKIgyDBixDiqJU1smzo34Cu6jSEGnA98RRYFlptLe7xjYPBi7H+YTZoCk8F/Cg2XKmfjCsYoPL91+DWnGnPerpAVVUjdbNnEyNNe6qdWC5GdaCaMm/ZkXxMIcRbJMGLEOKoNZAboD/bT8AdYE3vGqKP/x0FZ8jIVVGOomlgFChs+Ds/LSsB4GzfFMqybkqrIgR2Bi62aWKl0/hmzUQPhKgmRKWvklg+hl/zS10WIcaYEQcvsViMRYsWsX69kxA3Y8YMPvaxj1FWJr/BCCFGx2ef+Szb49v50KwPcW75adgr1qAA2an1GEEvANnYDlb0rmNptBQNhcsmLkTp91CWcw1exxwYQCsvQ6uqGtzmUl1Swl+IMWpEv24sXryYCRMm8POf/5xYLEYsFuMXv/gFEyZMYPHixaPdRiHEcag92c6m2CYKVoFFqxfx0P3/hZovYoWDdNZ4WZvb5gz9rP0zd0Sc+ioXls5GD5VTPmUWfj2Alc1iF4tgFNEbGlB0KSAnxLFgRD0v119/Pf/6r//KL3/5S1w76ySYpslnPvMZrr/+elavXj2qjRRCHH+Wdi4FIOQOkTNylC/fBkD3tEoqaxpJ6C7WtS8ltuURVns9eFG4JHoybm8JtbXT0c1OCtu3g6qiR6vRKqSXRYhjxYh6XpqamvjSl740GLgAuFwuvvjFL9LU1DRqjRNCHL9e63wNgDNqz+DW07/NqZud6ciLJuzgf7rvQ+/bRsVAB7+3nYWK3hOchK35qY40EnKHcDc04AqHUVwa7vo6FFXyWoQ4Voyo52XBggWsX7+eadOmDdm+fv165s6dOyoNE0Ic+2zbxkomUdxuVK93yL5VPasAqA3UEljbTDhlUXSrrBunUIyvYt2aLZzhqWabrhGxLM6uOg1XsGJw+rLq9eKZOBEzlcJVUnK4H00IcQiNKHi54YYb+PznP09TUxOnnXYaAK+88gp33HEH3/ve93jjjTcGjz3hhBNGp6VCiGOKmUpRbG2l2NmJ6vfjmTABV0UFiqIQy8ZoTjoLK54QbKDiuUcAUBqjfCM0jzvsZXTlY/y96PT0XqOUYrhU6sIThqwIrVVWolVWHv6HE+Ioc9111zEwMMBDDz30ls771re+xUMPPcTKlSsPSbtGakTBywc+8AEAbrzxxmH3KYqCbdsoioJpmm+vhUKIY4qVz1Nsb6fY1oaVy+GKlGBlMmRXr0Ef14B73Dhe63KGjKq8FTRkUqgrmjCA3KQaaism8v3qk/nj1r/xZP8a6ooGZ9fMJ+EJU1066cg+nBDisBhR8LJt27bRbocQ4hhnGwZGdzeF5hbMRAI1HEavLgVA9fmwslkKW7dhDsRZmnoBgIn+KP62flKdfaCq1Eyvp9j5EuVr1vKT2A626hohRWfN1GrGlU4m6I0cyUcU4oj7y1/+wi233EJTUxN+v5/58+czf/58fve73wEMLmXx7LPPct555/GVr3yFBx98kNbWVqqrq7n22mu5+eab0XWdu+66i1tuuWXIeb/97W8He3G+/OUv8/DDD5PP5znppJP47//+78OWOjKi4GX8+PGj3Q4hxDHKtm3Mvj4KLS0Yvb2oPj9aTQ3YNpllyyi2tRE44wy0ykoUjwezr49V7U7PyyRXCcqLawHwRy3qO3415NrRcCPtU9+B2+2XXhdx3Ovo6OADH/gAP/jBD7jyyitJJpO88MILfPjDH6a5uZlEIsFvf/tbgMGabKFQiLvuuova2lpWr17NJz7xCUKhEDfeeCNXX301a9as4bHHHuOpp54CIBJxfkG46qqr8Pl8/POf/yQSifDrX/+ad7zjHWzatOmw1HsbcZG69vZ2XnzxRbq7u7Esa8i+G2644W03TAgxttmWhRmLUezoxOjpBhS0qii2YZB84gkSjzyC0d4OQOyeewhdeCGR970PozxEU3MHAJdsfA3jhRjgIVQTx0ZBqZ1PftxpNFVOpEMFjCwTPZUEgrLOkDi+dXR0YBgG733vewc7GebMmQOAz+cjn89TXT3038nXv/71wdeNjY18+ctf5t577+XGG2/E5/MRDAbRNG3IeS+++CKvvvoq3d3deDweAH70ox/x0EMP8Ze//IVPfvKTh/pRRxa83HXXXXzqU5/C7XZTXl4+ZEVVRVEkeBHiOGabJmZ/P4X2dsy+PmwbXKWl2JkMA3/+M8nHH8dKJgFQ/H7c9fXkN20i+dhjpJ55huT5C/BPN3H53Mzs3kpTbxQAfcEFmO+4Gi1ajweYYhVxpdpJJNuIljSC7t13o4Q4DsydO5d3vOMdzJkzh4ULF3LRRRfxL//yL5SWlu7znPvuu4+f//znbNmyhVQqhWEYhMPh/d5n1apVpFIpysvLh2zPZrNs2bJlVJ7lQEYUvHzjG9/g5ptv5qabbkKV2glCCHbmtPT1U2xvw+zrA5eGq7SMYmcn/f/3f6QWLwbDAECrqiJ86aUEL7gA1ecju2YNA3/6E/lNmwg+/gq/eBbWLiiQLPjAVtBroyjTF+Iq2/3bn1vVmRJqIGcYBCINR+qxhThquFwunnzySZYsWcITTzzBL37xC772ta+xdOnSYY9/+eWXufbaa7nllltYuHAhkUiEe++9lx//+Mf7vU8qlaKmpobnnntur30lh6kswYiCl0wmw/vf/34JXIQQ2JblJOK2tmHGYii6jquikmJ7O/133UVmjw9Oz9SphC+7DP8pp6DsUeTSN3s23ltvJbtiBW/89sdUd+Q5+RWTLpzxde+0CWglYRR9j48sy8CVTxJwh8Gz/98UhTheKIrCmWeeyZlnnsnNN9/M+PHjefDBB3G73XvN/l2yZAnjx4/na1/72uC2HTt2DDlmuPMWLFhAZ2cnmqbR2Nh4yJ5lf0YUvHz84x/nz3/+M1/96ldHuz1CiDHG6O4mt3YtaDpaVRVGZye9v/gF6SVLwLZBUfCfcgrhyy7DO336Pq+jKAruubP5ykfghI0qX3qmAHHnI8o3fTKuSAjMAuRTUMyCooA7CKX14AkdrscV4qi1dOlSnn76aS666CKqqqpYunQpPT09zJgxg1wux+OPP87GjRspLy8nEokwZcoUmpubuffeezn55JN55JFHePDBB4dcs7GxkW3btrFy5Urq6+sJhUJceOGFnH766VxxxRX84Ac/YOrUqbS3t/PII49w5ZVXctJJJx3yZ1Vs27bf6kmmafLud7+bbDbLnDlz0N+02NlPfvKTUWvg4ZZIJIhEIsTj8QOO+wlxvLNNk+yqVZjJFHaxyMCf/0z6hRdgZxK//7TTKLn6atwNew/r2KaJlUphZTOgKKj+AKuz6/hky38TtGxe2NZC3HgHVnAavkk1+KfWofoD4AlCqAa8JeANg0sWWxQCnCr3//7v/87y5ctJJBKMHz+ez33uc3z2s5+lp6eHa6+9lpdffplUKjU4VfrGG2/kzjvvJJ/Pc+mll3LaaafxrW99i4GBAQDy+TzXXnstTz/9NAMDA4NTpZPJJF/72tf461//Sk9PD9XV1ZxzzjncdtttNAzz7320jSh4+c53vsPNN9/MtGnTiEajeyXsPvPMM6PayMNJghchDp7R10fymWdIPfMsqeefHwxafCedRMnVV+OZMGGvc6xsFjOZBNPEFQqiVVdjF4sYPT38rulOfmUv5axMlju6Y+RP/SFGbx9aTQO+BaeDN+IMEcmQtRDHtRENG/34xz/mzjvv5Lrrrhvl5gghxpLsypV03fpd7FwOAN+8eZS8//14Jk8ecpxtmljJJFY2g+LxoFdVoVVVopWWouzsubUr/Kxq64EMnJjLkwnOxO6JYatetGlnOcNDQgjBCIMXj8fDmWeeOdptEUKMIWYyycDDD2PncujjxlH+yU/uldNiF4sYsRiKZaJGInjGNaCVleEKBodezLKwk22szTt1Xxbk8pinXInXimC6a3DtZ6qnEOL4M6Lg5fOf/zy/+MUv+PnPfz7a7RFCjBHFjk4yL78CQOkHPjAkcLENAzMWA8tEq6zEXVuLq6QERdvHR066h009q0iYOXTbptFThmfCiXiMHDScCr7A4XgkIcQYMaLg5dVXX+WZZ57hH//4B7NmzdorYfeBBx4YlcYJIY5OVi5H8sknsZJJ1EgE3/z5wK4Cdb2QS+EqCeIuj+DyZFAyTWCXgzcEuh/cAVB3TpW2TBho5tXEVgDm5PNkJl5AqZF3clxkvSIhxJuMKHgpKSnhve9972i3RQgxRph9faR2FqgKnnMO5OMY7d3YyX40vwu9IoQWAsXMQMHjTGtO9zonu3TQfeAtBV8EbAtSXayKbQBgXt7AmPwOFDPvzCraY0KAEELACIOXXQs7CSGOP7ZhkF2/nty6dQAEFszAWP8yrqAPd0PUWWDRG4BMP6x7GFqWwux/genvci5g5MHIQaIVBnYANraqszaxDRSYEKzD7wmDrYKv5Ig9pxDi6DXihRkNw+C5555jy5YtXHPNNYRCIdrb2wmHwwTfnIwnhDhmGP39pJ5+GkwT95TJqEoWd3UVnpmznaq57Stg7YOw4yWnVwVg8Q8gF4N514Lmcb52DQfZFq0D22hTTBTbpnz8WfiMPARrpHKuEGJYIwpeduzYwcUXX0xzczP5fJ53vvOdhEIhvv/975PP5/nVr3514IsIIcYc27YpdHaSfsUp+R8842TIJXBVNqBsesQJWmLbd59QuwDCtbDhH/DqbyCXhFM/NXQoSFFZsdGp6jnJBHfVbHyWDaFqGTISQgxrxLONTjrpJFatWjVkVckrr7yST3ziE6PWOCHE6DB3ruLsCr29MvpWPE7u9eUYHR0ouo5vYhXe7kfQHvs5FNPOQZoXpi6EmVdA2c4idSUN8Mov4Y17IZ+As7+0O2HXtlndvRJ8KpN9UcKqhuYOOBV0hRBiGCMKXl544QWWLFmC2+0esr2xsZG2trZRaZgQYvQU29uxsjl8J8xBeRvVaYtd3aRfegkA/yknovc8j7tvsbMzXAuzroSpF+9ea8gsQLoHJpwL7hC88CPY+CgUUnDB18Hlxu54g1WqAbiprppD2LSdwEXWKxJC7MOIPsUsy9prlUmA1tZWQm/zNzshxOiybRszmcTs7cXs7x/xdax0mkJrC5nXXwcgcOJUPANLnJ0LPgJX/wHmXOUEHbYNmT5I9UCoDlxuaDwLLvwWqDpsWwyP/ScUM8TXPcBGt1NuYWKkER/IkJEQY0BnZyef+9znmDhxIh6Ph4aGBi677DKefvrpIcfddtttuFwufvjDH47avUcUvFx00UX89Kc/HXyvKAqpVIpvfvObvOtd7xqttgkhRoGdz2PncljFIoX2duyd6w+9VcW+PjJLX8XOZtEqKwjom1CNAWxvCcz7ACg7P06KGYi3gssDdQugZi6UTYRcAsafCRff5gwttS2Df3yRNZ3LsBSFKi1IlSuA3x2WWUZCHOW2b9/OiSeeyDPPPMMPf/hDVq9ezWOPPcb555/P9ddfP+TYO++8c3AByNEy4rWNFi5cyMyZM8nlclxzzTVs3ryZiooK7rnnnlFrnBDi7TP7+0kvXUrgrLMx+/owYzG0PXLVDoZdKGC0t5N57TUAgqfMRe9+BABl7vudYMQydtZyUaBiCpQ2gu4jVUiRcKngUiG2Gbt8PPqFN1PxzHdRezawvNSZdTQhNA6fZeAJRMEtMxbF8ce2bbLFvUc1Dgef7hqyyPKBfOYzn0FRFF599VUCgd0VsGfNmsXHPvaxwffPP/882WyWb3/729x9990sWbKEM8444223d0TBS319PatWreK+++5j1apVpFIpPv7xj3Pttdfi8/nedqOEEKOn767fEbv7bootrYQvv5xCezuu0tK3lPti9PeT376d/Pr1oCiEGtO4+vqx3SGUmZc7vSq5OISiUDYJAhWA82HckmyhOdmMTgGSrZDvB68H/1n/xrwl/8sKjweAxkANJYobJSxDRuL4lC2azLz58SNy73XfXojffXAhQX9/P4899hi33nrrkMBll5KSksHXixYt4gMf+AC6rvOBD3yARYsWHbngZfHixZxxxhlce+21XHvttYPbDcNg8eLFnHPOOW+7YUKI0ZFbuxaA5FNPEbr0UsyeXsyBAbSysoM63zZNih0dZJc5uS7e6ZPwp15w9s36FxQj75T4r54DkXqngu5OqWKKnmwPFb4KvEEvoEGyDTylUFVG0ztv5o01twMWk7wVBLwRmWUkxFGuqakJ27aZ/qaFWN8skUjwl7/8hZdffhmAD37wg5x99tn87Gc/e9v14EYUvJx//vl0dHRQVVU1ZHs8Huf8888fNplXCHFkFHbscF4YBslHHiF8+WUU2zuc3peD6OEotLZS7O4m/YqzCGN4mg8134Ot+VFPeC9kB6B2HpSM2+vc3mwvRbOI1+d1NkRqnWJ1hRR4Qmyy0hSwCGl+alw+/MFq8MiQkTg++XQX67698Ijd+2DZtn1Qx91zzz1MmjSJuXPnAjBv3jzGjx/Pfffdx8c//vERtXOXEQUvtm0P+6HX19c3bBeSEOLIMBMJzN7ewfe7el+Mnm7MgVq00tL9nm/09FDYto1iewdmby+Kz0skuAoMsCZfhsssgK8UgtV7nZs383Slu8hbeXYkdmBYxs6vLEZ8B4bbz7KBzQBMDtThw4UvvHcAJMTxQlGUgx66OZKmTJmCoihs2LBhv8ctWrSItWvXou2xmrxlWdx5552HN3jZtRijoihcd911eHaOVQOYpskbb7wxKmNZQojRkdu4CQA1HEavrSW/YQPJRx8l/O53Y7S34yop2Wfvi5lKkWtqAtVFZokzJTo4swrNeAVb9aLMeS8UslA3HTT3XufHcjGeb32eP6z/wwHb2eirJOQtQduZKyOEOHqVlZWxcOFC7rjjDm644Ya9Oi0GBgZoaWlh2bJlPPfcc5TtMUTd39/Peeedx4YNGw447LQ/byl4iUScWQG2bRMKhYYk57rdbk477TSpsCvEUSS/aSMAel0dkfe+l+5bbx3sfSn29KANDAzb+2IVCuSbtmCn0yjBEJmlznIApTXNAJgN70Rzu0APQzC61/mmZdKR6mBxm1PALqAH8Gk+NEVDUzU0RUEzi2iqRok7wsn+esKhWnD7D9WPQggxiu644w7OPPNMTjnlFL797W9zwgknYBgGTz75JL/85S9ZuHAhp5xyyrA5sCeffDKLFi16W3Vf3lLwsms16cbGRr785S8fcIjopZde4qSTThrSQyOEOHzyW7YCoJWXo0Wr8EybRn7jRpL//Cfhd10ybO+LbVkUtm3H6O5Gi0ZJPf00dqGAXhXCH9iIrbixZ13hrAxdNXNIgu4uA/kB1vWtoznRjEtx8d/n/TfhNy+yGGuB2DYsfwU9A1vxh+sP5Y9CCDGKJk6cyPLly7n11lv50pe+REdHB5WVlZx44on87Gc/45prruErX/nKsOe+733v48c//jHf/e530fW9Pz8OxoiK1H3zm988qNyWSy65RJYLEOIIKmzdGbxUR3H5/YQvuwyA1JNPgg3Fnl6seHzoOe3tFFuacZWXg6KQ3Fkts6QxhaJAsfJsXD4P+CuH7XUB6Mn08EqHk+B7YvTEvQMXcKroesMUUu143EF8wZrRemwhxGFQU1PD7bffzvbt28nn87S2tvLwww9z0UUX0dvby3/8x38Me96NN95IV1fXiAMXGGHwcrAONiNZCDH6bNum0OwM8+jRalwlpejjGnBPmYJdKJB87DEwDYodHYPnGH19FLZuRQkEUXSdvl//msKWLSiaSkltB7aiY058F6quQul4cO3deZsqpOhId/B6lzO1+ryG84ZvoKZDpIEcFr5AFV6ZIi2EOEiHNHgRQhw5ViqF0dUFgDauAb06iisQGOx9ST7xBDYKxe5uzHgcK50m39QElo0aDNK/aBGpp58GRaH6bAXNa1EoPR0tEnKK0AWrhr1vX7aPFd0rSBaTlHpKmVs5d69jbNvGtEwK7iBZbxklJY1vqbqnEOL4dvTPyRJCjEi+aQuYJorXi1ZZiSsSQa+vx0ylcU+eTKGpieRjjxFeeBHFjg6sQgEzkcAVrab/rrtIPv44KAqV/3oWJcp92IqGUX0BPp8OJY2g7l0XomAW6Ex3sqxrGQBn159N1siSKqRgV2xig4KCS3XKkfsrphAsGX/4fjBCiDFPghchjlH5JqeGil5djer2oOg6ejRKsb2d8KWX0vuzn5F8/HFCCxdS7OzELhRwVVYx8Ic/kHzEWbeo/FOfoNT6AySgWHYaaiCAWjEOApXD3rM/109bqo01vWsAZ8goWUgyITIBv+bHpbpQFRWX4sKlupzviguPS5L6hRAH75AGL9INLMSRk9/cBIAWjeIKOVVrVa/X6X1JJHBPmkRhyxaSTz5J5PLLUYIh4n/+M4m//Q2A8k99ivCcKlwvNGGj0h88ifJI0KmkO8y6SJZt0ZnuZEX3CmxsppVOo8xbRqaYoTpQTUCXApZCiNEhCbtCHKMGZxpFq1D9u+un6NEoWkkJ4Xe9C8BJ3AWSf/878QceAKDs4x8n9M4LcbU8BUDMV8dWI0F7yIexj8TagfwA/dl+Xul0Zhmd13AeqWKKUm8pfk3qtwghRs8h7XlJJpOH8vJCiH2wDYNCSwvgDBsp7t0VcFW3G3d9PUY8jnviRApbt9L57W9T3LkGUulHPkL4kksgn8TqfhWAtG8y7nCIJh+kBjbTGGncqyelJ9PDtsQ2OtOdeFweTq05lUQ+QYWvQnphhRCjakQ9L11dXXzoQx+itrYWTdNwuVxDvoQQR5aZyWLsnAKtvSl4AdAqK9FKSwldcgnA7sDl2muJ7JyNlO/fgCfjBEAZVx2+uglUlEykM93J6p7VdKW7BntX08U0PdkeXu92pkefVnMaAF7NS8QTOcRPK4Q43oyo5+W6666jubmZb3zjG9TU1MhvVUIcZYrNO7ALBdA0tJoa1DcFL8qu3pdpscHcl5KrryZy5ZUA2GaB7I7HCALfqqqnL7CV/1d5GV6XRjQQJZ6Ps65vHclCknHhcfRl+4jn4rzW8Rqwe8ioxl+DT/O9uXlCCPG2jCh4efHFF3nhhReYN2/eKDdHCDEa8pucmUZaNIrq9e7V8wKgVVSglZVT/pnPQLGIZ/LkwX29A9sJda/k1yURHg6oQCuxzb/lK6Vfxe1yU+ItIWfk2J7YTqqYIm/m2RDbQM7MUe2vZmrpVHoyPZT7yg/XIwshjiMjGjZqaGiQZFwhjmJDpkl7nGnSb6boOu6GeicHprFxcHs61U/vxpfYosT43xKnrL+uaKztW8ePl/2YolkEnCGhaCDKQH6AeD4+uBzAeePOI2tk8et+GTIS4hh13XXXoSgK3/ve94Zsf+ihh1AUhd///vcEAgGampqG7G9vb6e0tJTbb7/9bd1/RMHLT3/6U7761a+yffv2t3VzIcTos22b/NZtwM6el/2sQ6ZVVKBVlGMODGCbJvnuTjpb12G6tnBTVRmWonBOyXS+Nu8GPC4Pq3pW8bPlP8OwDABURaXSX4mqqGzo34CCwjl155AupqnwVeB27d3jI4Q4Nni9Xr7//e8Ti8X22vehD32IhQsXct1112FZ1uD2T3ziE5x44olcf/31b+veIwperr76ap577jkmTZpEKBSirKxsyJcQ4six83mKra0A6FWVQ6ZJv5nicqHX1YFRxOjqJKYX6apR+R3b6NQ06hQ3H61/J9Ojc/nyyV9GV3WWdS3j9hW3Y1rm4HWeb30egLmVcynZOZW6zCufBUK8JbYNhfSR+RrBaMqFF15IdXU1t91227D7f/3rX7Np0yZ+8pOfAHDXXXfx0ksv8dvf/vZt58qOKOflpz/96du6qRDi0LGyu2cauaqrUdz7r16rlZej1dSQ1i3atR5WNL3B85qJZtv8e/U5+HxloHmYUzGHL574RX607Ee80vEKuqrz6XmfBmBx62Jgd6JuQA8Mv5K0EGLfihn4bu2Rufd/toP7rRWSdLlcfPe73+Waa67hhhtuoL6+fsj+yspK/vd//5cPfOADzJ07l3//93/nZz/7GQ0NDW+7uSMKXj7ykY+87RsLIQ6NYlcXVjoNioI7GkVx73/ZecXlQpsxlba+dexo38q9HU4gcn2qSH3ZNAqeIH2pDsp95cyPzufzCz7PT5f/lBfaXsDtcnNS9Un05/oJ6SFOjJ5IX7aPCSUT0NWRL3cvhBgbrrzySubNm8c3v/lNFi1atNf+K664gn/913/l4osv5rLLLhu1+OGgg5dEIkE4HB58vT+7jhNCHH75jZsAcFVUoAQCe02THk5bso32ZDt/3HQfeSzOyGS5vHQu3YpCv5mjLOhMh44GopxScwrXz7ue21fcztPNTw8m6p5VfxaKoqAqKmUeGTIS4i3T/U4PyJG69wh9//vf54ILLuDLX/7ysPu/8Y1vcPfdd/P1r399xPd4s4MOXkpLS+no6KCqqoqSkpJhx6ts20ZRFEzTHOYKQoiRsG2b7736Pfy6nxvm33DAseL8Zid40WtqUHQdxbP/YaN0MU1bqo3Htz1Kc6aTUtPi1t4+klPn0G+bhIPVTCqZhBpX6c30UhWo4sy6MylaRX616leki2lg95BRyB0i5A6NzsMLcTxRlLc8dHM0OOecc1i4cCE33XQT11133V77NU0b8n00HPSVnnnmmcFk3GeffXbUGiCE2L/WVCt/2vAnAGoDtVw17ap9HmsbBoXtTrVcbdc06QN8YHSmOlnWtYynW58D4Ds9vUT0INuCZdieEBNKJxPxRJhYMpHVPauJ5+NEPBHOaziPolVk0epFTCudxvjweDpTnTSUNuBSpdK2EMeT733ve8ybN49p06YdlvsddPBy7rnnDnmdy+V444036O7uHjINSggxujrTnYOvf/L6Tzi7/myqA9XDHmvl8hTb2gDQq6r2O00aIFVIsTG2kXs33AvAv9hBzsk20zfxFOLFNJPqT6XCVwFA2B1mUskk1vetJ+fK4dW8vHP8O5lVPosSTwkFs4CmaoOzjYQQx485c+Zw7bXX8vOf//yw3G9EfTiPPfYYH/7wh+nt7d1rnwwbCTG6ujJdg69TxRRff/Hr/Oqdv0JT9/7na+f2mGlUVXnA4KUz3cnv1/2eVDHFeG8FX97mFJRqqZxE1F9JfdnUIcdH/VFShRTbE9up8lfhUl3UBp3ZEf25fiKeCEE9+LaeVwgxNn3729/mvvvuOyz3GlGdl8997nNcddVVdHR0YFnWkC8JXIQYXd2ZbgAaw42oisrSzqXct+E+LHvvHk+jP4Y5MADsXE1a33eybrKQZEn7Etb0rUFF5cvBmQRyCQzNS658IhMiE9Hf1IuiKArjw+Op8lfRl+0bsi9v5AcL1gkhjm133XUXDz300JBtjY2N5PP5vSrwNzY2Ytv2qC4pNOJVpb/4xS8SjUZHrSFCiOF1pZ2el7lVc7l62tUA/M+q/2F97/q9PiTymzYCoEYiuAKB/U6T7kh38LemhwE4p2Q6s2NOj01v9QwaPeUES8Y7CYRvort0JkYm4tN8xHJOZc2ckcPj8hBxy3IAQohDb0TBy7/8y7/w3HPPjXJThBDD2TVsVO4t5wsLvkBNoIZEIcFPV/x0SD6MbdvkNjvDPnptLehu1H3MNEoUEry04xk2DmzCpai8t/YcQp2rAbDGn0lUD8N+iswF3UEmlkzEsAyyRpZUMUWJp4SAPvZmSgghxp4R5bzcfvvtXHXVVbzwwgvMmTMH/U2Lvt1www2j0rg93XrrrTzyyCOsXLkSt9vNwM6u8T01Nzfz6U9/mmeffZZgMMhHPvIRbrvttlGdniXE4bar56XMW4Zf9/Ofp/4nn3vmc7zS8Qp/3/p3rpx8JZX+SmdZgOZmALSaGhRdG3Y1aWyb9s7VPLz5AQDOr5hPg2ngSXVjqTrl485EcfnAs//pzpW+SsaHx7NlYIvz3l/5tkt+CyHEwRjR/+r33HMPTzzxBF6vl+eee27IB5aiKIckeCkUClx11VWcfvrpw1bxM02TSy+9lOrqapYsWUJHRwcf/vCH0XWd7373u6PeHiEOl109LzWBGgDOrT+Xi8ZfxBM7nuBP6//E5MhkFkQXEMoxdKbRcNOkzSLxrtUs3vwgWzIdaIqLK+rOxbvxSWd33QI8igt8EdC9+22Xoig0hBpIF9MkC0nCbilOKYQ4PEYUvHzta1/jlltu4atf/SqqeniS82655RbASRIazhNPPMG6det46qmniEajzJs3j//6r//iK1/5Ct/61rdw76PKaD6fJ5/PD74/UPVgIQ6nolWkN+vM6qsPOuuGKIrCF0/8Iq91vkZfro8Hmh4g6A4y1ajA6HSGkVxVVajBN836ycWhdzMd7cv4R99KAC6sOolSd5BI63IA9Enng1mAQMVBtU9TNSaVTCJZSOJ/GxU6hRDirRhR5FEoFLj66qsPW+ByMF5++WXmzJkzJIl44cKFJBIJ1q5du8/zbrvtNiKRyODXaCwYJcRo6cv2YWPjUlxDarvUBmv59NzdiyKu7l3N5pYVGDvLF+hlJaguE9K9EG+Dvi3Qtpx4bCvP5trYlu1CVzTeU3s2udh2QokObEWF+pNB1Q44ZLQnn+ajyl81ug8uhBD7MaLo4yMf+chhm8t9sDo7O/ea/bTrfWdn53CnAHDTTTcRj8cHv1paWg5pO4V4K3Yl5JZ5ywjsUTZcURQumXAJp1afio3N/Rvvo/DGa2BZ4NEpZHegdL0Bza9A+wrocWYmtWs6/+hcAsBF0ZMJaT5K21Y516yZB6rLKU8u5f2FEEexEQ0bmabJD37wAx5//HFOOOGEvRJ2f/KTnxzUdb761a/y/e9/f7/HrF+/nunTp4+kmQfF4/HgOcDaL0IcKbvyXcq8ZXhcQ/+eRjwRPnXCp1jXv472dAfLtr/MRUCxIsgOc4C8W6EmWIXucv59JoopnmpfRnO2G4/q5orKk4is+jMNW553LjjhbChkoHQCuCTJXQhx9BrRJ9Tq1auZP38+AGvWrBmy763MNvjSl7407CJOe5o4ceJBXau6uppXX311yLaurq7BfUIc1SwLutZCSQP4SgY37ypQV+bbe5VmRVGYUjqF9095H79ZexexPmfIyKwqRXH72FzspT8J4/xRSvUQrZluHulwel2u0Cs58fFb0PMp52LR2TD5IsgNgK/0kD6qEEK8XSMKXkZrYcbKykoqKytH5Vqnn346t956K93d3VRVOePvTz75JOFwmJkzZ47KPYQ4ZPIJSHaAog4JXvacJj2ciCfCRZUnYQXXEu5bCsAjkVamatOZHppOfzFFPJ4i6i3jya5Xacv1ErBsPrtpKbplkQ9V4z7l31AmngtGDjTPW8p3EUKII+Hoybg9gObmZlauXElzczOmabJy5UpWrlxJKuX85njRRRcxc+ZMPvShD7Fq1Soef/xxvv71r3P99dfLsJA4+i3+ETz9behvgnxycPOeBeqGo9gWVV09XNray8ndzu8iTRUGtxaf4IktD1Of6KYy1Uu26Rme3fIIAB+MJ/C7Q2yadxXZK3+FMuk8p5JuMeMELm4pNCeE2L/rrrsORVH4t3/7t732XX/99SiKstfIyssvv4zL5eLSSy992/cfM8HLzTffzPz58/nmN79JKpVi/vz5zJ8/n2XLlgHgcrn4xz/+gcvl4vTTT+eDH/wgH/7wh/n2t799hFsuxAEUc/Dqr6FrNax7GBK7E8z3zHkZjtG+Ff/rDzC5/3n0WA6A6d4sFvC7gdX8bPVvqHv6u3Su+zNbNYWgZXFxw/m89I6vYE9/NxHPHuX8izkIVA27JIAQQrxZQ0MD9957L9lsdnBbLpfjT3/6E+PGjdvr+EWLFvG5z32OxYsX097e/rbuPWay8u6666591njZZfz48Tz66KOHp0FCjJYdS5zaKgCbn4DZV0FJPei+wZyXqH/vdcSMWIzc8iX4+16kmHZhmyqo8BnVz7gU/Dhg81zAz9UeLwrOGkiX1p5NrO4cdLNIrW+PiriW6QQtXik0J8SRYts2WSN74AMPAZ/me8sVshcsWMCWLVt44IEHuPbaawF44IEHGDduHBMmTBhybCqV4r777mPZsmV0dnZy11138Z//+Z8jbu+YCV6EOGZt3SOHLJ+Ejf+A6EyskobBnpe6YN2QU8yBAXKrV+BqfxrViJPPOD0zVlUpqyvPZvbMadzizfDfm++nDWfxxKDmY2HdOSSMNI3+GkJ7FpUrZkD3S76LEEdQ1shy6p9OPSL3XnrN0hEVmvzYxz7Gb3/728Hg5c477+SjH/3oXusf3n///UyfPp1p06bxwQ9+kC984QvcdNNNI15SZMwMGwlxzNrhzACifLLzfeM/oW8L/eluDMtAQaE2WDt4uJlIkNu4EWugA0/sBQCyygwA/DXVhPQQPVaKBl8V3539KU4smQbAv9ZfgIWFV/VQ8+YcmmLGmWWkSX6YEOLgffCDH+TFF19kx44d7Nixg5deeokPfvCDex23aNGiwe0XX3wx8Xic559/fsT3lZ4XIY6kXBK6dpYbmHstvPxzyPTBxkfp0l0AlHhKCO9c4dlMJslt2ICZTOBJLEXN92NrQfJZJ3fFHa2kIVyNFg7Rno9T7gnzH9OuIWVkCLh8dOb6mRKsx6/tsW5RIQNGAfzDJwULIQ4Pn+Zj6TVLj9i9R6KyspJLL72Uu+66C9u2ufTSS6moGLq8yMaNG3n11Vd58MEHAdA0jauvvppFixZx3nnnjei+ErwIcSTtWOJMUfaEoOYEmHoJrPoTbPgHXdVOjaMybxlelxczlSa3cRNmMokW1NBb/wmA0XARxSWtAOilIdxuD5NLGnFlO2nNdlPiDhHU/CSKaUKaj+iu5N9CCrJxp7elbBIERqdsgRBiZBRFGZNrhH3sYx/js5/9LAB33HHHXvsXLVqEYRjU1u7uQbZtG4/Hw+23304kEtnrnAORYSMhjqRtzznfK6eDOwgnXOVMVU520N3iDCeV+cqw83lyGzZgDcTQqqpwNT+BmuvG1vwUay6g2NEDgKskgGLEcedjTPaW0RioYaCQJGVkyRg56v1VeI08xFvByEP5JGg4BapnHXAVaSGEGM7FF19MoVCgWCyycOHCIfsMw+Duu+/mxz/+8WCJk5UrV7Jq1Spqa2u55557RnRP6XkR4kgxi9Cysyp05TTwl4G30al0u+5BurreAC+Ue8oo7GjGjMXQolGUQhp9+0MAGHUXYsXjWNk8KArapAWoteUQ8OPK9jOhaKKpPrbkBwgrbqqyafBqUDENwjWSoCuEeNtcLhfr168ffL2nf/zjH8RiMT7+8Y/v1cPyvve9j0WLFg1bK+ZApOdFiCMlE4PunSueV0x3elwClTD/g+Dy0FV0CjCWFTWKbW24SktRVBW1+WnUTDu2y0NGPYHYP54DQKuqQvEGUKsmQN0CaDgNtf5ExpVNZ6aniom+KHr1HKenpXKqBC5CiFETDocJh/cutbBo0SIuvPDCYYeG3ve+97Fs2TLeeOONt3w/6XkR4khpXQrFrBO0lE4Et99Z1bnmBJh0AV2J1wEoi2Ug6kL1esHIo66/l1iTn1hbLfmOOwcv550zBwDFvXOhVE8QPEGUcB3VVdOda+sjS8oTQog9Haju2kMPPXTAa5xyyinYtj2i+0vwIsSRYFmw9TnnddVM8PidOisA/go48Tq6X1gJQG1fO+pEN7m1a0n97Q+kVxawzRIgA6qKf/5cgu9ciPeEE7AGYqhvXg5DUZxARgghjhESvAhxJOQT0L7SeV25c8hoV40VVcWuO5FOzQ3YTEk20fWtb5Nv2rbzZBW9zE3w9FMInncerglzAQUrlwNdR3G7D//zCCHEYSTBixBHQjYGPU6CG+VTwDd07aIECjnF6U4te6OLvqY8ilsjUh8nMikPF96E4imF6FTAqVBpF4uoErwIIY4DErwIcbjZNjS/AoU0aF4obdxrJefW7U7hurKiTXydM+RTeYpOeX0co+ZciqrbmS20R00I2zBQQyGUN2X7CyHEsUZmGwkximzLOvBBhRS07KyiGZ0FmntIIq0Zj9PWugGAC9Z7MTIaLq9Jac0WbEXFqDrLKeUfHLpYo10ooAaHBkFCCHEskuBFiFFS7Oomv3nzgbPnc4ndSwJUzQTNN9jzYhsG+e3b6S70oVg2F77irDZdPj2F6gKz8jRsPQLhOlDf1HFqW6hemU0khDj2SfAixCixshmKHR2YAwP7PzDVDT0bndcVU52ZQC5nenOhsxOju5s+d57TN9iU9RVR/R5KJ2WwUTCqzoRgldPzMgzVI/kuQohjn+S8CDFKrFQaM5FwCspFIijqML8bFLPQ8YYz28jlgZJxg4GImUxS3L4DNRiiuyfGe5c4Q1Dhd72L4uRubMuF5YuihGtBGXpt2zRRVJck6wohjgvS8yLEKLBtGyubwRUpwejpwYzFhj8wl4COFc7r6Cxn6McdwDZNCjuasXNZXKEQodXbGNcDhlcndNkVFKsXUnRNwCz6KfYlMXp7sdLpwRwbu1gEXZPgRQhxXJCeFyFGgV0oYOcLqH4/VipFobV1sJz/EJk+6HGScame7QwX6T6Mzk6KHR1oFRXYts2JT7cA0H/2LCYHAhRjAdxTTkCfehJWvogRi2HG41jdCZwMGwVXMCjBixDiuCA9L+KYkVm+gs3nnkfiiScO+73tQgHbKKJoGq6SEsyeHsy+vqEHmcWd+S47g5fK6aB5MfM2+e3bUf1+FF0nt2oV9e0F8hooC89zhoQ0N9q0U3FVVKHX1eGbPRv/ySfjW7AAz5QpaGWluCJhmSYthDgsrrvuOq644oq9Xh8uEryIY0bs3nswurro//0fDvu97Xweu2ig6DqKroOmU2htxTbN3Qfl4tC3xSlQp+pQMg5bC1BoacPOZnHtXLis/y9/BuCp+Qq1lROxMhmUQADXmxY9U91utLIyPOPH45s/H8+0aYfteYUQ4kiSYSNxTLBtm8xrywAotrQc/vsXCkPeu0qc3Bejuxu9LOgUpEv37F5FumoGoGAkjcHhIoDcunUUN2yk6IInT/PyUU8EqzeBu7HRCYr2QVEUZw0jIcSYZds2djZ7RO6t+HzO58gYIcGLOCYUW1sxOjoAMLq6MPr70crKDnDW6LFyOVBVsC0oZlCKOZRsN4XXW9Am1aDYRWd/bKtzQs1czEyOfKwP1V86GJgMPPAAAM+doKCUluBGA0VBKx1+arQQ4thhZ7NsXHDiEbn3tOWvo/j9Bz7wKCHBizgmZF59bfcb2yb7xhuEzjvv0N/YMqGQwurajpJqB7MdjDxYBVw2GLEsRroKvbbeWRag0ylOZ1fMoNAVx8aNVu0MF+WbmsitXImtKjx0mkq1FkHJ5IcdMhJCiOOZBC/imJB59dUh73Nr1x2a4MU0nPL+hTRkByDbh51PYzVvQEEBT+nOFaJLUACFJIWeOFplFUq2xxk6UlwYVhnF/i60mfMHLx3f2evSeVIjPSUtzNLC2Jk0+sSJ+x0yEkIcGxSfj2nLXz9i9x5LJHgRx4TMa07Pi97QQLGlhcK2baNzYbM4NFjJ9DmF5qwiqC7QfdhakHx/kZ7/uw89Wk7wzBMJnDgH1evBFQpgdPdj9MXQ4ysBsMunkm/vRo2Uo7g9ABR27HACMEVhxfn1QAulrhCoKq6SktF5FiHEUU1RlDE1dHMkSfAixrxCaxvF9nZwuYi853J6b7+DQnPzyC5mFiGf3BmsxJyvYsbpcXFpzgKK/rLBcv4AdjJFZuV6rHSG/NYM+a0t9N/3CIETZxM880S0ynIKnd1o/StQAMM3ATubRY2Wkl2zhvyGDaSXLAHAf9ppbCktQBzKTR+qDBkJIcReJHgRY96uXhfPpEkETjuN3tvvoNjcjG3be2fPGwUn8Ni13Sjs7FlJQaYfK9aN6jLBNpzjNB8EKvZeBHEPdtGg2NkNgG/WVIq9/RhdvaReXkHq5RVoVeX450zHFV5JodtLYnOMfNc/KXT8Hszdq1Arbjcl73sfPdlfA1BmeJzhJk3+mQohjm7xeJyVK1cO2VZeXk5DQ8MhuZ98Kooxb1e+i3fWLLwzZgBgDgxQbGvDXV8/eNz//u3DLOp7nTOyea7MmZxpuXHpXtC8oPmwdT9WXoGyatRQKbiDTv7Kri99z9d+Z9gIsApFil29AEQuPgfP5PHkt7aQemkZ6dfXYHT3kXj6JRJoQBmwY7BNrrIyPNOn450+Hd/8+eg1NXStcorbRd3luEpLDv0PUAgh3qbnnnuO+fPnD9n28Y9/nP/7v/87JPeT4EWMebt6XryzZqEGAuh1dRTb2siuXDUYvFi2xZ/6VpJRVZ4K+HgqAFWGwXtSMa6MpWkwDBR2/oPoOsgb6z5wB1AKbswBZ5M/8QiuTQF0zU/wHC/mWaeQ2jBA8vWt5NrTuEsU3LPm4504Du9pF+GqrBrSO1SwisSMBAB1kXG4QqFR+RkJIcRouuuuu4a83vP94SDBixjTiu3tFFtbQVUJnHYqAJ6pUym2tZFbv47Iuy8FYH33avpUG79lcX7pTJ5LbqVbg9+URPhNSYSZrhAXGgHO6ykQCLpxeUA38uhGHq2YQzNyqIUMajGLYhV33jwLxSzFHjdQgeY38CRfh+Tu9umA1w8VZzszpYvVF5AvPRmtegJURPd6np5ibOd5Lqpqp8iQkRBCDEM+GcWYtqvXxT1pEu5x4wAneEk9+yyF5t2Vdl9o+hsAp+UK3HrhHXTaRR7aeD/PtTzHxsTW/9/encdHXd37H3/NPpns+x6SsATZkSqCglApYL234lZvbd1KlVq010pttbZor1exWK3WBbX3ina5V6+12mrtwg/FFVARRVCCQdZAFghkz0xm5vz+mMzASNiTTAbez8cjj0fm+z3znTPfIrx7vp9zDp8EmvmXP+5ly1545TsVnHHKmZR4cglg8AcDBExomX9jwBr04wp4cfl9OH1eHH9cCVRhyc+mYcBEbEEv9oAXa8CLLdCBpbMNq68da6IHy+iLoKqaoHF0uzdHfWcDABnWZJKy8nrrtomIxDWFF4lrreFHRsOGRXZUdg0eDEDnfjOO3twZms1zhiURmyeLQquVb4/5LtPKv8q6+jV88slrfKnqNQBqNm/gTksVRe5spuacyllZo8hypEauZYwhYIL4TYD2jg6Cu1fgBBqLCtiROgQwGAM2qwVb0Ia9oRlLUQ6u0kIKXVl4mr34mtuxZAQO2EixztcVXuypuNMye+WeiYjEO4UXiWvhlXXdw4dHjrmGhMKLb9s2gn4/jf5mPm7dDsDpiSWhZfqBBHsCQ9KHkOZKY8A7W4FQeDmnJpP15c1s76jnd1v/wf9sXcK49AqmZJ/K6LSB2Cw27BYbdmwQ9GOpawz1oagAt3PftOYAQYJ7mwmkJOHLSWFPRwP2YIChxQUEW9Lw79qFIzf60VGdL1Ssm5mYpR2iRUQOQuFF4lZnTU1odMVqJamr3gXAVVoKNhumrQ1fVRVvO6swQIXXR3HJ8KhrWCwWchNz8W6op7Xr2Om1yYw69ae80/ohr21fxsaWbby751Pe3fMp6Y4kJmeNYUrOqeS7M8HbCfV7Q2/Mjx4psfkC2IIWHCUFuBOTsfs7aGjfjTc9G1f+UAJr1xJobo4qyq31hmYtpSdm9fDdEhE5cSi8SNyK1LuUl+MoLY0ctziduMrK8FZV0b5mDW/khXabntTejjNrSLfX6vzo48jv1upa2poamDJ4BtMGncfWvZtYtuX/8ebO5ezpbOHPO9/izzvfYmhSCTNbipno82NsVshO23dBY6CxFQoyIS0JgASbi8bOVppsDnLS03GXl9P+yadYXC6sXY+86trrAchMPrCYV0REQrqrGRSJC5FHRsOGRf7xD3MNCYWU9spK3q5+C4BJbR1QEL0OAUCgqWnfdgIWC9amVjLrO6hvq6fF10JJWhlXjL6GRdOf4Aej5zI2YxgWLKxv2crbG94EYFe2kw3Beowxoes0t0FSAuRlRBbEs1gs2IKGBosfAHt+Ps6iQgK7d0XeF35slOHRyIuIyMFo5EXi1v6L032Ra8gQeOUV6j9fR1NJM8mBICOsHsgoP/A6q1aBMdhzcsBmxb+zhpxtLaScVc62jp3UttaSlZCF3WpnfPEkxhdPoqFtN69vWYL77b8C7azL9vJo058ptKYyxTGESZ0FpA0YCK79QpUxJDncNPh9dPg7cNvdOEtLCTQ3E2howJaSQn0wVD+Tn5jfK/dMROREoJEXiUudtXX4tmwBqxXP+PEHnA8X7XZs3QzAme3tODLKwXXgom/hERznoEE4y8oA8FVtpNCRxYisEWQmZFLXVkdrZ2vkPRmeTC4YfAlfbSwFwF6QjxMb1cFG/uB9j7n8hV/Wv8yqPZWRadYEfCQ4kmgnSJMvtBCdNSEBV3k5mCAd9bXsDnQtUJdUePw3SUTkBKWRF4lLkXqX0lJcZaUHnA8/NvLUNGIL2JjU3oElr3zfnkb7X2tVaAt6Z1kZVreLtneW49u8mWB7B6kpOQzLHMYO5w62Nm+ltbOVrIQsrBYr+HxQHVqOd+KIrzKmrJjlte/wWsfHVAXreL9xA+83biDNnsik7DFMTa2gwJOL1eGmoaOBHE8OAPasLJwlA6irfJ8AQawWq0ZeREQOQeFF4lLUlgAu1wHnHQUF4HZj7+ggbw+c2dYO6WUHtAt6vXR8+ikArvIybKmh9Vx8W7cSaGvFATisDgakDiDVlcrmps3UttaS5k4jobkVdofWZaEoH0/Qzjn20Zwz7gK2uVpZtnUJb+5Yzl5/Ky/tfJuXd77DvIpvcUr2IBraG/AGvLhsob47i4vY27Qe6iDdlU6SM6kX7pqIyIlBj40kLkXqXYYN6/a8xWqlvThU9DpxZ4DMYBC6mWnUsXYtdHZiTU7GXlREwpixYLdj2trwbtgQ1TbNncbwzOGUp5XT6mul6ZM1WAyYlCRISYLGZsjKgOwMitMGcPmo7/Do9Me5aewNDEsbhMHw+61/x2F10O5vp8nbtK+/Dgd70h0AZCRkREKNiIgcSOFF4o6/vj40O8hiwXPGgfUuYVtCT2U4bacv9EvBmAPahEOQs6wMe3IyjrxcnANC2wx0fPIJprMzqr3D5qA8tZwRWSPwbAmtyRIs7JrWHAhARmpkETwAu9XO6YVn8qMzfkqKM4Wa9nreqn4Lq9VKQ0dD1LVr20KPoDLdmVGbNYqISDSFF4k7kXqXAQNCxa7d6Ax28kFiKFyU1BtILoCUA4tg294P1bu4BpZjy8zEYrfjHjoUCBXtBjs6ur1+ZkIm6dtDIyfe/EwaW/dgbDbwJHTb3m13M2vQLAD+uOGPOK1OGjpCj47CaltD4SXdnX7I7y8icrJTeJG403qYeheAD+s+pCozNOLiarBBRhk4PVFtTCBA+0cfhdoMHoItJbS0v3vkSAB8mzYRbG8/aD/8mzYDkDV4OE5fkAbTgs918CX9pw2YRoY7g4aOBt7e8TZtnW1Rj472H3kREZGDU3iRuBOe2uzqZn2XsDe3v8m27NCjl84WGwH3gaMu3s8+I9jSgsXpxDlkMLbERAA8Y8aE3rdtG4Hm5m6vH/R66dwW2vgxddAwSl35ZBcMZK+/mb0de/ctVrcfp83JhYMvBOAvVX+hM9gZ9egoHF4yEjIO+f1FRE52Ci8SV/y7d+PbuBEsFhLHn37Qdm9Wv0ljogV/AoCF9kbPAW3CU6QdAwbgyMiI7ErtHDoUS0ICprOTjnXrur2+b3s1wdY2sFpxFhXhwsbAolEMyxyG3WKntq2WzkDnAe+bUjyFXE8ujb5Glu9cTkNHA75AaIQo/NgoN0FbA4iIHIrCi8SVcL2Lo6QE18CB3bbZ0bKDqr1VWLDgSQ0txd9R3836Ll3Xcg0aiC1j32iHze3G2VVL0/HJpwcU7QJ4P/0k1I/CrhEdhwNbUhK5ibmMzB5JQWIBu9t3Rz0WglAB7yVDLgHg75v+zq62XTT5mjDGREZeCpIKjuxmiIicpBReJK5E9jMaPhyr291tm7e69jIamlJKYkqo4Na72x/VxhgTGXlxnXIK1qTodVXCWw74NlZ1W7TrrQxNo3YOGECwvR2rOwFr+LGTw0NFRgXDMoeFQklLLf7gvs+fWDiRouQi2vxtLNu+jIaOBvZ499AZDIUkra4rInJoCi8SV9reO/T6LhCqdwE4zZ2Hq2vkxbejPqpNZ3U1gfpdYLPhHj4Cqyf6sVLCqHDR7uZui3Y7PvsMCD1yCra3Y0tPx2LbV6xrtVjJT8pnVPYochJzqG+rp9nXHDl3acWlALy+/XU2NW6iurkagFRXKqmu1CO8GyIiJyeFF4kb/oYGvJ9VARy03sUb8LJi5woAzgo6cKeGRjM6t2+PKqJtD9e7FBbiLCzAYo3+T8EzNrT7dOeOHfj37j3gc3wbNwKhkReCAWypKd32J8mZxCkZp1CRXkEgGKCutY6gCfKl3C8xMHUg3oCXlza+xOamzUBoppHb3v2IkoiIhCi8SNxoe+99oKveZdCgbtusqllFR6CDdFc6p7Y04+waeQk0NNC5Y2ekXWt4fZchg7ElH7hZo6OsDGtqKgSDdKz5OOpcwOulszo0UmLPz8ficEYeGXXHZrVRnFLMiKwRpLvTqW2txRvw8vWhXwfg7R1v835t6Lulu9ND+yaJiMhB6W9JiRtR+xkldL8Y3JvVoUdGY3PG4mrYiM1hsGeE6lk61nwUadf+fte1uql3AbBarZHNHTs+WYfx76tZ8VZWQjCINTERa0ICVk/CAY+dupPqSg1tL5BaTrOvmaKkIoZmDMUf9POXjX8BtMaLiMiRUHiRuHG4/YxgX3gZkzUS6itD7QeFZw6FZgj5GxrwdS0w5z711IMudJcwIly0+3lU0a636zqOkhKM14stLS2q3uVQHDYHZallDM8cjtvmZnrJ9FCfugp6tcaLiMjhKbxInzJ+P4HGxqN+n3/PnshGiZ7Tu6932dK0hS1NW7BZbJztKYJgJzgScA3rKr7dElpUrv2DDwCw5+XhHjDgoJ+Z0LVYnW/T5wTb2iLHOypDochZWgomGNmJ+khZLBayPdmMyBrBmYVnckrGKZFzGW6FFxGRw1F4kT6182fz+Wzy2XSsX39U72t7v6vepagI95DB3bYJzzIamjGUkvau9VXSy3ANGwWAb2sovLStCoUX1+DBWLupdwlL6Cra9dfV01m/b7aSd8Nnkb5YHI5D1rscSnhK9XWjr4scy07IPqZriYicTBRepE+1rVqF8Xpp+N3vj+59R1nvYq8PjdKQUYarogIIhZdgIBAJQu7hww4ZPBw5OdhzQltTd3y0r17G9/nnANhzcrB6PEdU73IwNquNqSVTuWr4VYzOHs34vIPvki0iIiH2WHdATi6B3buBfY9ujlR4ppH7IPsZtXW28V5NKOCclncavP1foRMZ5bjKysBmw7S14f3440jtS8KYMQdMkf4i97BhtNTV0bHuk8gjr8CePWCxYMvMDK3vcphrHIl5X5p33NcQETlZaORF+kywo4NgaysQ2rE5XINyOIHGRrxdj5k8p5/WbZt3a96lM9hJdkI243LHQV0ooJBeHtp4sTRU27Lnj89DIIAtI52EQ2zsGOYeMQIA78aNBDs66FgfqnexZ2djddixJXe/vouIiPQehRfpM+FRl7DGv/3tiN7XtmoVGIOjsBB31/TlLwrXu4zNGUuqxQ57NodOFIwBwN316Kj5H/8AwDV4yCHrXcISxowGoHPzZkx7Ox3hPY2KirA4D72+i4iI9A6FF+kz/oaGqNdtK1Yc0fvaVnZNkR4+vNv6EmPMvinSOWOgfj1gICEdMkObN7oGh4p8g82hJfrdw4YddG+k/SWMGQMWC4G9e/FVV0dGgBwFBV31Lt3X34iISO9ReJE+4+8aebF0ravS/tFHBL3ew74vsvvzQdZ32bh3Iztbd+KwOphUOAnqPg2dyCgDV+ixjusLIzYJo0cdUZ9tSUk4SkpC/V29OjLTyJ6fjz0zs0fqXURE5Ojob17pM4HdoZEX1ymnYEtLw7S307xs2aHf09REx6ehMJJ4Wvf1LuFRl+GZwylKLoLacL1LGVgsoc8cvG96tTUxkYRTTz3ifocXxetYuxbfpk0AOPLzul2ZV0REep/Ci/SZ8MjLzoQOEidPBqDl1dcO+Z5wvYu9oAD30Ipu2+z/yMhute8r1s0oi7RxFBVh6XpM5KqowJ555MvwJ4wO1b20Ll+B6ezE4nRiLyjApnoXEZGYUHiRPtNeXwPAG6aS9UND//Afbsp027v7re/STVho9jWzunY1wL41UsLhJXPfoyKL1RrZzNF9ytAjXs4fwHNqaLG6QFfNjj0vD1tSMpbjWN9FRESOncKL9Bnr3lCxbKPHwvzO5zEWC53btuGtqjroeyKL0x2k3mXFzhX4jZ+CxALG5o6F1t3QUhs6WTA2qm3Wd+eQcOqppHz1q0fVb/fQoWDftySSIz8Pe0Y6lq5HUiIi0rcUXqTPhKdKF2SV0eQOsqEo9Mev6ZXup0wHmpsjC8p5vjSu2zbhKdJjcsaQ6EjcN+qSnA+phVFtk6dNo/R//oBnXPfXOhiL04lr8KDIa0dxiepdRERiSOFF+kx4qvTXh3ydYZnDWFVuANiz4q1u27d/8AEEg6ENFE85cORl/ynSY3O6RlnCM43Sy8DZczUp7uEjIr87y8pU7yIiEkMKL9Jn/Lt2AZCQW8Bj0x5j24jQJoTtaz6mpWn3Ae1b3923vost6cCwsL5hPbvad+GyuTir8KzQwUixbnmP9j28WB2Aa9Ag1buIiMSQwov0CRMMhvYEAhy5OaS707njiqfYk2zB6Tc88MS3CQQDUe853H5G4VGXkVkjKUgqCB3sZqZRT0iaMAGLw4G9sBBncbHqXUREYkjhRfpEoLERAqFwEt6puTS1lOTJZwOQ8OFn3Lnizn3tW1rpWLcO4KA1KvvXu1gtVjBmX3jJPqVH++8oLKRw0aNkz/0etmTVu4iIxJLCi/SJ8DRja1IS1qR9ewoNmHkhAGM3Gp7/7Hn+++P/BqB99QcQCGDPze125GVvx17W7FoDwBn5Z4QONm4HbzNYbJB/ZCvoHo2EiopQsa7qXUREYsp++CYix8+/K1TTYk1Jwep2RY4nTpgAdjv5e/zkNRge/OBBipKLGPvuWiA0RTpS79LWANWrAHin/gOCJkipK5PRe+ugZQns/CjULq0EknJ6/DvYUlNxFhViSdB+RiIisaTwIn0i0BAKL7a0NCz7rZliS0rCM+5U2la+y+W1g7g3YyM/efMn/PadQqx8od6l5mP4w8UAvJmdCUmJfLn2c9zPfiv6wzLKwO6ip1mcThz5+T1+XREROTp6bCR9wt+1r5EtJeWAc0lnTwHgrE0uxueNx9LhxXwS2gAxYf96F1cS5I4gkDWYtz2h0ZjTbWmQNWTfT95IGHFRr34XERGJLY28SJ+IjLykph5wLunsydQtXIh33Sfcf9oS/uOjb2Ez1exOs5FbUbyvYeE4uO5t1tWvYc8r38Rj9zDw6j9DYl5ffQ0REekHNPIifSIy8tJNeHGWl2PPzwe/n+Crb3G9mQLAx8VB5r7zQ3wBX1T7N7a/AcCo7FHkeHq+tkVERPo3hRfpE/7doQXqrN2EF4vFQvLUKQC0vPEmfBia7vzZAAdrd6/lR2/8CGNMpP3+u0hbLfojLCJystHf/NInAocYeQFInDwZCG3E2P7xxwDM+vL12Cw2lm5dyn3v3wfArvZdfLI7FG4m5k/s7W6LiEg/FBfhZfPmzcyePZuysjISEhIYOHAgt99+Oz5f9OOENWvWMGnSJNxuN8XFxSxcuDBGPZYv8nfVvNizMrs9nzh+PBanM7QKr9+PLSuLiWddym3jbwPg6U+e5tnKZ3mrOrQPUnlqOadk9uxCdCIiEh/iomB3/fr1BINBHn/8cQYNGsTatWu55ppraG1t5Ze//CUATU1NTJ8+nWnTpvHYY4/x8ccf8+1vf5u0tDSuvfbaGH8DCY+8hFfX/SJrQgKe8afT+mYonLiHDcOeksIlKZewrXkbi9ctZsHKBZSmlAKhjRjddnef9F1ERPqXuAgvM2fOZObMmZHX5eXlVFZWsmjRokh4+cMf/oDP5+PJJ5/E6XQyfPhwPvzwQ+6//36FlxgLer0EW1oAsOfkHrRd0tlT9oWX/dZ3+cG4H7C9ZTtLtixhY+NGIFTvIiIiJ6e4eGzUncbGRjIyMiKvly9fzuTJk3E6nZFjM2bMoLKykj1dGwJ2x+v10tTUFPUjPSuwu2vHaLv9oI+NIDRlOswz7tTI7xaLhXsm3cPIrJEAJDuSObPgzN7prIiI9HtxGV6qqqp46KGHmDNnTuRYTU0NubnR/68+/Lqmpuag11qwYAGpqamRn+Li4oO2lWOz/zRp6yGW1ncWF5P1798n7bLL8Jx6avQ5m5NF0xbxlQFf4eoRV5OVkNWrfRYRkf4rpuHllltuwWKxHPJn/fr1Ue+prq5m5syZXHLJJVxzzTXH3Ydbb72VxsbGyM+2bduO+5oSbf8F6iz7jYx1J/u668if/zOsHs8B51Jdqdw/5X6uGXUNFoulV/oqIiL9X0xrXubNm8dVV111yDbl5eWR33fs2MHUqVOZOHEiTzzxRFS7vLw8amtro46FX+flHXwFVpfLhcvV8/vgyD77bw2g0CEiIscrpuElOzub7OzsI2pbXV3N1KlTGTduHIsXL8ZqjR40mjBhArfddhudnZ04HA4AlixZQkVFBenp6T3edzlyh1qgTkRE5GjFRc1LdXU1U6ZMoaSkhF/+8pfU19dTU1MTVcty2WWX4XQ6mT17NuvWrePZZ5/lwQcf5KabbophzwX2W6AuLS22HRERkRNCXEyVXrJkCVVVVVRVVVFUVBR1LrxsfGpqKv/85z+ZO3cu48aNIysri/nz52uadD8QXqCuux2lRUREjlZchJerrrrqsLUxAKNGjeLNN9/s/Q7JUTnc1gAiIiJHIy4eG0l88zfosZGIiPQchRfpdYFdoYJde273WwOIiIgcDYUX6VUmGMTftcKxI1vhRUREjp/Ci/SqYFMT+P0A2PMOvq+RiIjIkVJ4kV4VrnexJiZiTUqOcW9EROREoPAivcq/a98CdVa3VjIWEZHjp/AivSrQsG+atMUeFzPzRUSkn1N4kV7l371vU0YREZGeoPAivUoL1ImISE9TeJFeFd4awKqtAUREpIcovEivCuixkYiI9DCFF+lVfu0oLSIiPUzhRXpVeOTFnpkR456IiMiJQuFFelV4kTp7jrYGEBGRnqHwIr0m6PUSbG4GwJ6bF+PeiIjIiULhRXpNeIE67HY9NhIRkR6j8CK9JlKsm5KCNSEhxr0REZEThcKL9JpAw75p0haX9jUSEZGeofAivSY88mJNTcViscS4NyIicqJQeJFeE9gd2lHaptV1RUSkBym8SK/RAnUiItIbFF6k1+xf8yIiItJTFF6k1/i1o7SIiPQChRfpNeEdpW1pCi8iItJzFF6k1wR2de1rlJ0d456IiMiJROFFeoUxJrKvkSM3N8a9ERGRE4nCi/SKYFMT+P0A2BReRESkBym8SK8IF+taPB5syVrnRUREeo7Ci/SKyAJ1qalY3doaQEREeo7Ci/SK/adJW+z2GPdGREROJAov0iv8WqBORER6icKL9IqAFqgTEZFeovAivSI88mJVeBERkR6m8CK9IrxAnXaUFhGRnqbwIr0ivECddpQWEZGepvAivSKwu2vkJTMzxj0REZETjcLLSaj51VfZvfgpgj5fr32Gvyu8OLSvkYiI9DAtwHESCezdS81/3EnTK68A0PjiixQ98gjOosIe/Zygz0ewuRkAe562BhARkZ6lkZeTRMtbb/P5184PBRerFYvHg7eykk2zZtH82rIe/axAV70LNhv2rKwevbaIiIjCywku2N5OzX/cybbvfAd/XR32ggLy77qL8hf+hHPwIIItLWy/7jpq77sPEwj0yGeGHxnZUlOxJiT0yDVFRETCFF5OYO1r1rDpggvZ8z//A0DyuedS/MQTpF0wC+eAAZQ9/zypF8wCoOE3/8WWK66MBI/jER55saWkYHFpXyMREelZCi8nINPZSf2vH2LzNy7Dt3kztowMcn/6UwoW3I170MBIO6vTScGCBeTffRcWt5v2Vav4/F+/RtsHHxzX54cDkDU1FYvFclzXEhER+SKFlxOM9/PP2fyNy9j16KMQCJB41lkULVpExre+idXt7vY9aRdeSOn/PYujqIhAQwNbLr+C3f/9JMaYY+pDYLf2NRIRkd6j8HKCMMEgDb/9HZsuuJCOtWuxJiWR/YMfUPjAA3hGjzrs+91DhlD+5xdJmjIFAgHq7r2X7d+bS6Cl5aj74te+RiIi0osUXk4AnTt3snX2bGrvvhvj9eIePZrCBx8g89prsCUlHvF1rImJFC16lJybbwa7nZbXXmPT+bPoqNxwVP3RyIuIiPQmhZc4Zoyh8aWX+Pxr59O2fAUWp5OM73yH4scWkXTmmcdUb2KxWMic/W0G/PZpbFlZdFZXs/mSS9j7/J+O+BrhrQG0KaOIiPQGhZc45d+zh+of3MSOm39EsLkZ56BBFPzyl+T84Ebs6enHfX3PqadS/tJfSBg3DuPzsfO229hx608Ier2H79vuXQDY0xReRESk5ym8xKGWN95g09fOp/nvfwebjbRLL6XkN0+QMv0rWGy2Hvsce3o6A373WzKuuQYsFhpfeIHNF1+Mb9u2Q74v0FXzYs/O6bG+iIiIhCm8xJFgWxs777iDbdfOwV9fj6OwkPy77iLvp7fhyM/vlc+0WK3kzruJoscWYU1JwftZFZtmXUDTq692294YE5kqbc9ReBERkZ6n8BIn2j/8kM8vuIC9zzwLQPJ551H8mydIm3U+Foej1z8/+eyzKXvxBVxDhhBsbaX6e3Op/cUvMH5/VLtgczN0HbPnKryIiEjPU3jp54zPR90DD7D5sm/SuWUrtsxMcufPp+Duu3CVl/dpX5wFBZT98TlSL74YgIbFT7HlW5fjr6+PtAmPulg8Hs02EhGRXqHw0o95q6rY9G//xu7HHodgkMTJkyl6bBEZl30Da4yW3bc4nRT8550U/OKe0Kq8H34Ymu303nvAftOkU1Ji1kcRETmx2WPdATlQaMG531J//68wPh/WpCQy58wJhZbEI1+3pTelnn8+rhEj2P7d6+jcto0tV15F9r//O84BAwCwpaX1yeMsERE5+Si89DOdO3aw49af0LZyJQAJY8eS9f3vk3jG+H63T5B74EDK//wi1T/6ES3/byn1v/oVtuwsIDTyIiIi0hv02KifMMaw98UXQ49gVq7E4nKRee21FC16lKQJZ/S74BJm9Xgoeughcm69Bex2AvWhNV60QJ2IiPQWjbz0A/49e6iZfzvNS5YA4BoyhKwbbiD5nC9jsfb/fGmxWMi88koSRo9h+w03EKivx5GXF+tuiYjICcpijnXr4BNUU1MTqampNDY2ktIHjz6aly1j509/RmDXrtCCc1//Ollzro3bf/wDTU00vvxXks6ejLOwMNbdERGRE5DCyxf0VXgJtrZSe88v2PvccwA4iovJuuEGUs+dqUJXERGRQ9Bjoxho++ADdvz4Fjq3bQOLhZR/+Reyrp+Lq2umjoiIiBycwksfMj4f9Q89zO7//m8IBrFlZZF1/fWkXTBLa6KIiIgcIYWXPtJRuYEdP/4x3vXrAUiaOpWs6+eSMHx4jHsmIiISXxReepkJBGh46mnqH3gA09mJNSUltODcv13abxacExERiScKL73It72anbfcQtv77wOQ8KUvkX3DDXhOP63frtsiIiLS3ym89AJjDI1/eoHau+8m2NqKxe0m4+qrybjqSuxavE1EROS4KLz0Br+fht//nmBrK66hQ0MLzk2dEhcLzomIiPR3WuflC3pqnZeODRtoevmvpF/+LRzZ2T3YQxERkZObwssX9PUKuyIiInJ09BxDRERE4orCi4iIiMQVhRcRERGJKwovIiIiElcUXkRERCSuKLyIiIhIXFF4ERERkbii8CIiIiJxReFFRERE4orCi4iIiMQVhRcRERGJKwovIiIiElfiJrx87Wtfo6SkBLfbTX5+Ppdffjk7duyIarNmzRomTZqE2+2muLiYhQsXxqi3IiIi0lviJrxMnTqV//u//6OyspLnn3+ejRs3cvHFF0fONzU1MX36dAYMGMCqVau49957ueOOO3jiiSdi2GsRERHpaRZjjIl1J47FX/7yF2bNmoXX68XhcLBo0SJuu+02ampqcDqdANxyyy28+OKLrF+//qDX8Xq9eL3eyOumpiaKi4tpbGwkJSWl17+HiIiIHJ24GXnZX0NDA3/4wx+YOHEiDocDgOXLlzN58uRIcAGYMWMGlZWV7Nmz56DXWrBgAampqZGf4uLiXu+/iIiIHDt7rDtwNH784x/z8MMP09bWxhlnnMHLL78cOVdTU0NZWVlU+9zc3Mi59PT0bq956623ctNNN0VeNzY2UlJSQlNTUy98AxERkZDk5GQsFkusuxGXYhpebrnlFn7xi18css2nn37K0KFDAbj55puZPXs2W7Zs4ec//zlXXHEFL7/88nH9j+9yuXC5XJHX4dCiERgREelNKk84djGteamvr2f37t2HbFNeXh71KChs+/btFBcX88477zBhwgSuuOIKmpqaePHFFyNtXnvtNb785S/T0NBw0JGXLwoGg+zYseOETsThup5t27bpP5yjoPt2bHTfjp7u2bGJt/t2Iv8709tiOvKSnZ1Ndnb2Mb03GAwCRIptJ0yYwG233UZnZ2ekDmbJkiVUVFQccXABsFqtFBUVHVOf4k1KSkpc/Afe3+i+HRvdt6One3ZsdN9OfHFRsLty5UoefvhhPvzwQ7Zs2cKrr77KN77xDQYOHMiECRMAuOyyy3A6ncyePZt169bx7LPP8uCDD0bVs4iIiEj8i4vw4vF4+NOf/sQ555xDRUUFs2fPZtSoUbz++uuRepXU1FT++c9/smnTJsaNG8e8efOYP38+1157bYx7LyIiIj0pLmYbjRw5kldfffWw7UaNGsWbb77ZBz2Kby6Xi9tvvz2qUFkOT/ft2Oi+HT3ds2Oj+3byiNtF6kREROTkFBePjURERETCFF5EREQkrii8iIiISFxReBEREZG4ovByEtm8eTOzZ8+mrKyMhIQEBg4cyO23347P54tqt2bNGiZNmoTb7aa4uJiFCxfGqMf9x1133cXEiRPxeDykpaV122br1q2cd955eDwecnJyuPnmm/H7/X3b0X7mkUceobS0FLfbzfjx43n33Xdj3aV+5Y033uBf//VfKSgowGKxRK0QDmCMYf78+eTn55OQkMC0adP47LPPYtPZfmLBggWcdtppJCcnk5OTw6xZs6isrIxq09HRwdy5c8nMzCQpKYmLLrqI2traGPVYeoPCy0lk/fr1BINBHn/8cdatW8evfvUrHnvsMX7yk59E2jQ1NTF9+nQGDBjAqlWruPfee7njjjt44oknYtjz2PP5fFxyySVcd9113Z4PBAKcd955+Hw+3nnnHZ5++mmeeuop5s+f38c97T+effZZbrrpJm6//XY++OADRo8ezYwZM6irq4t11/qN1tZWRo8ezSOPPNLt+YULF/LrX/+axx57jJUrV5KYmMiMGTPo6Ojo4572H6+//jpz585lxYoVLFmyhM7OTqZPn05ra2ukzQ9+8ANeeuklnnvuOV5//XV27NjBhRdeGMNeS48zclJbuHChKSsri7x+9NFHTXp6uvF6vZFjP/7xj01FRUUsutfvLF682KSmph5w/JVXXjFWq9XU1NREji1atMikpKRE3cuTyemnn27mzp0beR0IBExBQYFZsGBBDHvVfwHmhRdeiLwOBoMmLy/P3HvvvZFje/fuNS6Xy/zv//5vDHrYP9XV1RnAvP7668aY0D1yOBzmueeei7T59NNPDWCWL18eq25KD9PIy0musbGRjIyMyOvly5czefLkqM0wZ8yYQWVlJXv27IlFF+PC8uXLGTlyJLm5uZFjM2bMoKmpiXXr1sWwZ7Hh8/lYtWoV06ZNixyzWq1MmzaN5cuXx7Bn8WPTpk3U1NRE3cPU1FTGjx+ve7ifxsZGgMjfY6tWraKzszPqvg0dOpSSkhLdtxOIwstJrKqqioceeog5c+ZEjtXU1ET9AwxEXtfU1PRp/+KJ7lu0Xbt2EQgEur0nJ+P9OBbh+6R7eHDBYJAbb7yRM888kxEjRgCh++Z0Og+oTdN9O7EovJwAbrnlFiwWyyF/1q9fH/We6upqZs6cySWXXMI111wTo57H1rHcNxHpP+bOncvatWt55plnYt0V6WNxsbeRHNq8efO46qqrDtmmvLw88vuOHTuYOnUqEydOPKAQNy8v74Cq/PDrvLy8nulwP3G09+1Q8vLyDphJc6LetyORlZWFzWbr9s/SyXg/jkX4PtXW1pKfnx85Xltby5gxY2LUq/7j+uuv5+WXX+aNN96gqKgocjwvLw+fz8fevXujRl/0Z+/EovByAsjOziY7O/uI2lZXVzN16lTGjRvH4sWLsVqjB98mTJjAbbfdRmdnJw6HA4AlS5ZQUVFBenp6j/c9lo7mvh3OhAkTuOuuu6irqyMnJwcI3beUlBSGDRvWI58RT5xOJ+PGjWPp0qXMmjULCA3xL126lOuvvz62nYsTZWVl5OXlsXTp0khYaWpqYuXKlQed9XYyMMZwww038MILL7Bs2TLKysqizo8bNw6Hw8HSpUu56KKLAKisrGTr1q1MmDAhFl2W3hDrimHpO9u3bzeDBg0y55xzjtm+fbvZuXNn5Cds7969Jjc311x++eVm7dq15plnnjEej8c8/vjjMex57G3ZssWsXr3a/PznPzdJSUlm9erVZvXq1aa5udkYY4zf7zcjRoww06dPNx9++KH5+9//brKzs82tt94a457HzjPPPGNcLpd56qmnzCeffGKuvfZak5aWFjUj62TX3Nwc+bMEmPvvv9+sXr3abNmyxRhjzD333GPS0tLMn//8Z7NmzRpz/vnnm7KyMtPe3h7jnsfOddddZ1JTU82yZcui/g5ra2uLtPnud79rSkpKzKuvvmref/99M2HCBDNhwoQY9lp6msLLSWTx4sUG6PZnfx999JE566yzjMvlMoWFheaee+6JUY/7jyuvvLLb+/baa69F2mzevNmce+65JiEhwWRlZZl58+aZzs7O2HW6H3jooYdMSUmJcTqd5vTTTzcrVqyIdZf6lddee63bP1dXXnmlMSY0XfpnP/uZyc3NNS6Xy5xzzjmmsrIytp2OsYP9HbZ48eJIm/b2dvO9733PpKenG4/HYy644IKo/5Mm8c9ijDF9ONAjIiIiclw020hERETiisKLiIiIxBWFFxEREYkrCi8iIiISVxReREREJK4ovIiIiEhcUXgRERGRuKLwIiIiInFF4UVERETiisKLiBy3p556KmoHXxGR3qTwIiIiInFF4UUkDk2ZMoUbbriBG2+8kfT0dHJzc/nNb35Da2srV199NcnJyQwaNIi//e1vAAQCAWbPnk1ZWRkJCQlUVFTw4IMPRq7X0dHB8OHDufbaayPHNm7cSHJyMk8++eQh+7Js2TKuvvpqGhsbsVgsWCwW7rjjDgC8Xi8//OEPKSwsJDExkfHjx7Ns2bLIe8MjNi+//DIVFRV4PB4uvvhi2traePrppyktLSU9PZ3vf//7BAKByPtKS0u58847+cY3vkFiYiKFhYU88sgjPXBnRSQuxHpnSBE5emeffbZJTk42d955p9mwYYO58847jc1mM+eee6554oknzIYNG8x1111nMjMzTWtrq/H5fGb+/PnmvffeM59//rn5/e9/bzwej3n22Wcj11y9erVxOp3mxRdfNH6/35xxxhnmggsuOGxfvF6veeCBB0xKSorZuXOn2blzp2lubjbGGPOd73zHTJw40bzxxhumqqrK3HvvvcblcpkNGzYYY0I7nTscDvOVr3zFfPDBB+b11183mZmZZvr06ebrX/+6WbdunXnppZeM0+k0zzzzTOQzBwwYYJKTk82CBQtMZWWl+fWvf21sNpv55z//2cN3WkT6I4UXkTh09tlnm7POOivy2u/3m8TERHP55ZdHju3cudMAZvny5d1eY+7cueaiiy6KOrZw4UKTlZVlrr/+epOfn2927dp1RP1ZvHixSU1NjTq2ZcsWY7PZTHV1ddTxc845x9x6662R9wGmqqoqcn7OnDnG4/FEApAxxsyYMcPMmTMn8nrAgAFm5syZUde99NJLzbnnnntE/RWR+GaP9ciPiBybUaNGRX632WxkZmYycuTIyLHc3FwA6urqAHjkkUd48skn2bp1K+3t7fh8PsaMGRN1zXnz5vHiiy/y8MMP87e//Y3MzMxj7t/HH39MIBBgyJAhUce9Xm/UdT0eDwMHDozqd2lpKUlJSVHHwt8jbMKECQe8fuCBB465vyISPxReROKUw+GIem2xWKKOWSwWAILBIM888ww//OEPue+++5gwYQLJycnce++9rFy5MuoadXV1bNiwAZvNxmeffcbMmTOPuX8tLS3YbDZWrVqFzWaLOrd/MDnc9wgfCwaDx9wXETmxKLyInATefvttJk6cyPe+973IsY0bNx7Q7tvf/jYjR45k9uzZXHPNNUybNo1TTjnlsNd3Op1RBbUAY8eOJRAIUFdXx6RJk47/S3zBihUrDnh9JH0Vkfin8CJyEhg8eDC//e1v+cc//kFZWRm/+93veO+99ygrK4u0eeSRR1i+fDlr1qyhuLiYv/71r3zzm99kxYoVOJ3OQ16/tLSUlpYWli5dyujRo/F4PAwZMoRvfvObXHHFFdx3332MHTuW+vp6li5dyqhRozjvvPOO6zu9/fbbLFy4kFmzZrFkyRKee+45/vrXvx7XNUUkPmiqtMhJYM6cOVx44YVceumljB8/nt27d0eNwqxfv56bb76ZRx99lOLiYgAeffRRdu3axc9+9rPDXn/ixIl897vf5dJLLyU7O5uFCxcCsHjxYq644grmzZtHRUUFs2bN4r333qOkpOS4v9O8efN4//33GTt2LP/5n//J/fffz4wZM477uiLS/1mMMSbWnRARORqlpaXceOON3HjjjbHuiojEgEZeREREJK4ovIjIYZ177rkkJSV1+3P33XfHunsicpLRYyMROazq6mra29u7PZeRkUFGRkYf90hETmYKLyIiIhJX9NhIRERE4orCi4iIiMQVhRcRERGJKwovIiIiElcUXkRERCSuKLyIiIhIXFF4ERERkbjy/wEUeelChSLSewAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 571.5x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.relplot(x='max_temp',\n",
    "            y='min_temp',\n",
    "            data=df,\n",
    "            hue='state', kind='line')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Reset the index to 0-\n",
    "df = df.reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x13fa0e240>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 571.5x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.relplot(x='max_temp',\n",
    "            y='min_temp',\n",
    "            data=df,\n",
    "            hue='state', kind='line')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 471.5x1400 with 7 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f= sns.relplot(x='max_temp',\n",
    "            y='min_temp',\n",
    "            data=df,\n",
    "            hue='state',\n",
    "            kind='line',\n",
    "            row='city',\n",
    "           height=2, aspect=2)\n",
    "\n",
    "f.savefig('../../media/CH10_F28_LERNER.jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x13fded130>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.displot(df, x='max_temp')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x13ff84500>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 545.375x800 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.displot(data=df, x='max_temp', hue='city', row='state',\n",
    "           height=2, aspect=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 661.111x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f = sns.catplot(x='city', y='max_temp', data=df, height=5, aspect=1.3)\n",
    "f.savefig('../../media/CH11_F29_LERNER.jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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FwH8FHtpvdwm28efHjsantLRUTqfTlvsuKipy+9cuDodD0dHRttYA1DdCJGwTXviF3SUAqKPS0lLdPuwOHT1SbmsdmZmZtt5/cEioXn9tPkESfoUQCdsc6nC5KsOj7C7DFoGH9hOi0Sg4nU4dPVKuQx37qjLMYXc5tgg87JS2L5XT6SREwq8QImGbyvAoVTZrbXcZALygMszB6xnwMwysAQAAgGWESAAAAFhGiAQAAIBlhEgAAABYxsAaAADg8+ycr1RqGHOW1vd8pR6HyJycHM2YMUMbN26UJCUkJOihhx5S//79vVYcAADA6TSU+Uole+csre/5Sj0KkS+++KIefPBB3XLLLXrwwQclSStXrtTvf/97zZgxQ6NHj/ZqkQAAACfDfKX2zFfqUYh84oknNGPGDN1///2uZQ888ID69OmjJ554ghAJAADqHfOV1i+PBtbs379f11xzTbXlV199ta3fRwAAAED98ChE3nDDDVq4cGG15e+//76uv/76OhcFAACAhs2jj7O7du2qzMxM5ebmqlevXpKOfScyLy9PjzzyiJ5//nnXtg888IB3KgUAAECD4VGInDNnjlq0aKENGzZow4YNruVRUVGaM2eO63pAQAAhEgAAoBHyKEQWFhZ6uw74ocDD/vv9WW899sBD+72yH1/krcfOMQQAzzDZOOqdw+FQcEiotH2p3aXYKjgkVA5H3aaiCC/8wkvV+C+OIQB4xqMQaYzRO++8o88//1x79uxRZWWl2/p3333XK8WhcYqOjtbrr823bSR/UVGRMjMzNXHiRMXHx9tSg+SdXxY41OFyVYZHeacgHxN4aL9XAiDHkBANwDMehciHHnpI//jHP9SvXz9FR0crICDA23WhkYuOjq7Xn2aqSXx8vDp37mxrDXVVGR7FnGh1xDEEAM94FCJfe+01vfvuu/r973/v7XoAAADgAzyaJ9LhcKhjx47ergUAAAA+wqMQ+dhjj2nq1Kk6dOiQt+sBAACAD/Do4+w//OEPevPNN9WmTRu1b99ewcHBbuu//PJLrxQHAACAhsmjEDl8+HCtWbNGt99+OwNrAAAA/JBHIfLjjz/Wp59+qssuu8zb9QAAAMAHePSdyNjYWEVGRnq7FgAAAPgIj0LkM888o3HjxmnHjh1eLgcAAAC+wKOPs2+//Xb9+uuvOvfcc9W0adNqA2v27dvnleIAAADQMHkUIp977jkvlwEAAABf4vHo7IZs1qxZmj59ukpKSpSYmKgXXnhBKSkpdpcFAADQaHj0nUhJ+u677zRp0iTdeuut2rNnjyTp3//+t7799luvFeeJt956S2PHjtWUKVP05ZdfKjExUWlpaa4aAQAAUHce9UQuXbpU1157rfr06aMvvvhCmZmZatOmjdatW6c5c+bonXfe8Xadtfbss8/q7rvv1p133ilJevnll/Xxxx/rlVde0fjx46ttX15ervLyctf1srKyeqsVgP0CDzvtLsE23nzsgYf2e21fvsafH3tD48/PhR2P3aMQOX78eP3tb3/T2LFjFRER4Vp+5ZVX6u9//7vXirPqyJEjWrNmjSZMmOBaFhgYqP79+2vFihU13ubJJ5/U1KlT66tEAA2Ew+FQcEiotH2p3aXYKjgkVA6Ho877CS/8wgvVAHVDO6xfHoXI9evX64033qi2vE2bNvrpp5/qXJSnfvrpJ1VUVCg6OtpteXR0tDZt2lTjbSZMmKCxY8e6rpeVlSk2NvaM1gnAftHR0Xr9tflyOu3riSwqKlJmZqYmTpyo+Ph4W2pwOBzVzpmeONThclWGR9W9IB8UeGg/4aWBoB3Wbzv0KERGRUVp9+7d6tChg9vyr776Su3atfNKYfUlNDRUoaGhdpcBwAbR0dFeCVB1FR8fr86dO9tdRp1Uhkepsllru8uAn6Md1i+PBtb88Y9/1KOPPqqSkhIFBASosrJSeXl5Sk9P1x133OHtGmutdevWCgoKUmlpqdvy0tJSxcTE2FQVAABA4+NRiHziiSd0/vnnKzY2VgcPHlTXrl11+eWXq3fv3po0aZK3a6y1kJAQ9ezZUzk5Oa5llZWVysnJUa9evWyrCwAAoLHx6OPskJAQzZ49W5MnT9b69et18OBB9ejRQ+edd56367Ns7NixGj58uJKSkpSSkqLnnntOv/zyi2u0NgAAAOrOoxD5+OOPKz09XbGxsW6DUA4dOqTp06dr8uTJXivQqiFDhujHH3/U5MmTVVJSoosuukiLFi1qEN97AgAAaCw8+jh76tSpOnjwYLXlv/76a4OYLuf+++9XUVGRysvLtWrVKl1yySV2lwQAANCoeBQijTEKCAiotnzdunVq2bJlnYsCAABAw2bp4+wWLVooICBAAQEB6ty5s1uQrKio0MGDB/XnP//Z60UCAACgYbEUIp977jkZY3TXXXdp6tSpbr9yEBISovbt2zMKGgAAwA9YCpHDhw+XJHXo0EF9+vRRkyanvvlTTz2lP//5z4qKivK4QAAAADQ8Hn0nsm/fvqcNkNKx+ST37dvnyV0AAACgAfMoRNaWMeZM7h4AAAA2OaMhEgAAAI2TR5ONA2gYAg877S7BNv782AGgISBEAj7I4XAoOCRU2r7U7lJsFRwS6jZLBACg/hAiAR8UHR2t11+bL6fTvt64oqIiZWZmauLEiYqPj7elBofDwU+aAoBNzmiI/N3vfqfw8PAzeReA34qOjm4QASo+Pl6dO3e2uwwAQD3zaGDNvHnzalz+22+/acKECa7rn3zyidq2betRYQAAAGi4PAqRDzzwgAYPHqyff/7ZtWzz5s265JJL9Oabb3qtOAAAADRMHoXIr776St9//726deumJUuWaNasWbr44ot1/vnna926dd6uEQAAAA2MR9+JPPfcc5WXl6eHHnpI11xzjYKCgvTqq6/q1ltv9XZ9AAAAaIA8nmz8448/1r/+9S/16tVLUVFRmjNnjnbt2uXN2gAAANBAedQTec899+jVV19VZmamxo4dq9LSUt11113q1q2bXnrpJf3hD3/wdp0AgAbMnyd/9+fH3tD483Nhx2P3KETm5eVp1apVSkxMlCTFxMTok08+0axZs3TXXXcRIgHATzDx/TFMfG8v2uEx9d0OPQqRa9asUWhoaLXlo0ePVv/+/etcFADAN9g98X1DmPReYuJ7u9ndDqWG0Rbrux16FCJrCpBVunTp4nExAADf0xAmvmfSezSEdij5V1v0+Bdr3nnnHf3v//6viouLdeTIEbd1X375ZZ0LAwAAQMPl0ejs559/Xnfeeaeio6P11VdfKSUlRa1atdL27dt17bXXertGAAAANDAehcgXX3xR2dnZeuGFFxQSEqJx48ZpyZIleuCBB2z9PgIAAADqh0chsri4WL1795YkhYeH68CBA5KkYcOG8bOHAAAAfsCjEBkTE6N9+/ZJkuLi4rRy5UpJUmFhoYwx3qsOAAAADZJHIfLKK6/UBx98IEm688479fDDD+uqq67SkCFDdNNNN3m1QAAAADQ8Ho3Ozs7OVmVlpaRjc0O2bt1aeXl5uuGGG/TnP//ZqwUCAACg4fEoRAYGBurIkSP68ssvtWfPHoWHh7smGV+0aJEGDBjg1SIBAADQsHgUIhctWqRhw4Zp79691dYFBASooqKizoUBAACg4fLoO5FjxozRH/7wB+3evVuVlZVuFwIkAABA4+dRiCwtLdXYsWMbxM8LAQAAoP55FCJvueUW5ebmerkUAAAA+AqPvhP597//XYMHD9ayZcvUrVs3BQcHu61/4IEHvFIcUJPDhw+ruLjY49sXFRW5/VsXcXFxCgsLq/N+AADwNR6FyDfffFOLFy9WWFiYcnNzFRAQ4FoXEBBAiMQZVVxcrFGjRtV5P5mZmXXeR3Z2tjp37lzn/QAA4Gs8CpETJ07U1KlTNX78eAUGevSJOOCxuLg4ZWdn212GpGO1AADgjzwKkUeOHNGQIUMIkLBFWFgYvX8AANjMoxQ4fPhwvfXWW96uBQAAAD7Co57IiooKTZs2TZ9++qm6d+9ebWDNs88+65XiAAAA0DB5FCLXr1+vHj16SJK++eYbt3XHD7IBAABA4+RRiPz888+9XQcAAAB8CCNjAAAAYBkhEgAAAJYRIgEAAGAZIRIAAACWESIBAABgGSESAAAAlhEiAQAAYBkhEgAAAJYRIgEAAGAZIRIAAACWESIBAABgGSESAAAAlhEiAQAAYFkTuwsA6lNGRoby8/Nd15OTkzV9+nQbKwIAwDfREwm/kZqa6hYgJSk/P1+pqak2VQQAgO8iRMIvZGRkqKKiQpKUlZWl3NxcZWVlSZIqKio0btw4O8sDAMDn8HE2/EJVD+TMmTOVmJgoSUpKSlJWVpbS09O1evVqO8uDjzp8+LCKi4s9vn1RUZHbv56Ki4tTWFhYnfYBAFYRIuFXqgJklaSkJJsqQWNQXFysUaNG1Xk/mZmZdbp9dna2OnfuXOc6AMAKQiT8SkFBgVtwLCgosLEa+Lq4uDhlZ2fbXYbi4uLsLgGAHyJEwi8kJycrPz9f6enpysrKUlJSkgoKCpSeni5JSklJsblC+KKwsDB6AAH4LUIk/ML06dOVmpqqiooKV3CsEhQUpGnTptlUGQAAvonR2fAbOTk51XocU1JSlJOTY1NFAAD4Lnoi4VfocQQAwDvoiQQAAIBlhEgAAABYRogEAACAZYRIAAAAWEaIBAAAgGWESAAAAFhGiAQAAIBlPhMiMzMz1bt3bzVt2lRRUVE1blNcXKzrrrtOTZs2VZs2bZSRkaHffvutfgsFAADwAz4z2fiRI0c0ePBg9erVS3PmzKm2vqKiQtddd51iYmK0fPly7d69W3fccYeCg4P1xBNP2FAxAABA4+UzIXLq1KmSpHnz5tW4fvHixdqwYYM+++wzRUdH66KLLtL//M//6NFHH9Vjjz2mkJCQGm9XXl6u8vJy1/WysjKv1w4AANDY+MzH2aezYsUKdevWTdHR0a5laWlpKisr07fffnvS2z355JNyOByuS2xsbH2UCwAA4NMaTYgsKSlxC5CSXNdLSkpOersJEybI6XS6Ljt37jyjdQIAADQGtobI8ePHKyAg4JSXTZs2ndEaQkNDFRkZ6XYBAADAqdn6nchHHnlEI0aMOOU2HTt2rNW+YmJitHr1ardlpaWlrnUAAADwHltD5FlnnaWzzjrLK/vq1auXMjMztWfPHrVp00aStGTJEkVGRqpr165euQ8AAAAc4zOjs4uLi7Vv3z4VFxeroqJCa9eulSR16tRJzZs319VXX62uXbtq2LBhmjZtmkpKSjRp0iSNHj1aoaGh9hYPAADQyPhMiJw8ebJeffVV1/UePXpIkj7//HNdccUVCgoK0kcffaR7771XvXr1UrNmzTR8+HA9/vjjdpUMAADQaPlMiJw3b95J54isEh8fr08++aR+CgIAAI3C4cOHVVxcXKd9FBUVuf3rqbi4OIWFhdVpH/XFZ0IkAADAmVBcXKxRo0Z5ZV+ZmZl1un12drY6d+7slVrONEIkAADwa3FxccrOzra7DEnHavEVhEgAAODXwsLCfKb3ryFpNL9YAwAAgPpDTyT8SkZGhvLz813Xk5OTNX36dBsrgr+iLQLwdfREwm+kpqa6vWlLUn5+vlJTU22qCP6KtgigMSBEwi9kZGSooqJCkpSVlaXc3FxlZWVJkioqKjRu3Dg7y4MfoS0CaCwIkfALVb0+M2fOVFJSkiQpKSnJ9eZ94u+uA2cKbRFAY0GIhF9JTEx0u171Jg7UN9oiAF9HiIRfKSgoOOV1oL7QFgH4OkIk/EJycrIkKT093fVmXVBQoPT0dElSSkqKbbXBv9AWATQWTPEDvzB9+nSlpqaqoqLC9WZdJSgoSNOmTbOpMvgb2iKAxoKeSPiNnJycar08KSkpysnJsaki+CvaItC4ZGRk6IorrnBdMjIy7C6pXtATCb9CLw8aCtoi0DhUfbJwvKp5Xxv7H4b0RAIAAHjA3+d9pScSAGCbw4cPq7i42OPbFxUVuf3rqbi4OIWFhdVpH/A/x8/7WjVtV9W8r+np6Y1+3ldCJADANsXFxRo1alSd95OZmVmn22dnZ6tz5851rgP+yV/nfSVEAgBsExcXp+zsbLvLUFxcnN0lwIcVFBS4BUd/mfeVEAkAsE1YWBg9gPBZycnJys/PV3p6urKyspSUlORX874SIgEAADzg7/O+MjobAOCT/HVuPjQs/jzvKz2RAACf489z86Hhaew9jidDTyQAwKf4+9x8QENBTyTgh+o6N5/E/Hywj7/PzQc0FIRIwA95a24+ifn5YB9/nZsPaCgIkYAfaihz80nMzwfP+evcfEBDQYgE/BBz88GX+fvcfEBDEWCMMXYX0ZCUlZXJ4XDI6XQqMjLS7nIAADWoaXS2dGxuPkZnA/WD0dkAAJ/jz3PzAQ0FPZEnoCcSAABYkZGR4Zo1QDr2lYvp06fbWFH9IESegBAJAABqy5+/WsHH2QAAAB7w94nvCZEAAAAeOH7i+6rppqomvpfU6Ce+J0QCAADUgb9OfE+IBAAAqIMTJ7r3l4nvCZEAAAAeSE5OliSlp6e7gqM/TXzP6OwTMDobAADUlj+PziZEnoAQCZyev86JBgA1GTBggA4cOOC6HhERoQ8//NDGiuoHIfIEhEjg1Pz5r24AOJE/nxP5TiSAWvP3OdEA4Hj+fk4kRAKoNX+fEw0Ajufv50RCJADL/HVONACoib+eEwmRACzz1znRAKAm/npOJEQCqDV/nxMNAI7n7+dERmefgNHZwKn580hEADiRP58T6YkEYElOTk61v65TUlIa/ckSAGqSk5OjiIgIt2URERF+cU6kJ/IE9EQCAIDaoicSAAAAljBPJAAAACxjnkgAAAB4jHkiAQAAYBnzRAIAAKDWmCeS0dluGJ0NAABqi9HZAAAAsMyf586lJ/IE9EQCAACcHj2RAAAAsIwQCQAAAMsIkQAAALCMEAkAAADLCJEAAACwjBAJAAAAywiRAAAAsIwQCQAAAMsIkQAAALCMEAkAAADLCJEAAACwjBAJAAAAywiRAAAAsIwQCQAAAMt8IkTu2LFDI0eOVIcOHRQeHq5zzz1XU6ZM0ZEjR9y2+/rrr/W73/1OYWFhio2N1bRp02yqGGjcMjIydMUVV7guGRkZdpcEAKhnTewuoDY2bdqkyspK/eMf/1CnTp30zTff6O6779Yvv/yirKwsSVJZWZmuvvpq9e/fXy+//LLWr1+vu+66S1FRURo1apTNjwBoPFJTU1VRUeG2LD8/X6mpqcrJybGpKgBAfQswxhi7i/DE9OnT9dJLL2n79u2SpJdeekkTJ05USUmJQkJCJEnjx4/Xe++9p02bNtV6v2VlZXI4HHI6nYqMjDwjtQO+KiMjQ/n5+ZKkrKwsJSUlqaCgQOnp6ZKklJQUPgEAAD/hEx9n18TpdKply5au6ytWrNDll1/uCpCSlJaWps2bN+vnn38+6X7Ky8tVVlbmdgFQs6oAOXPmTCUlJUmSkpKSXJ8IrF692rbaAAD1yydD5LZt2/TCCy/onnvucS0rKSlRdHS023ZV10tKSk66ryeffFIOh8N1iY2NPTNFA41IYmKi2/WqQAkA8B+2hsjx48crICDglJcTP4r+4YcfdM0112jw4MG6++6761zDhAkT5HQ6XZedO3fWeZ9AY1dQUHDK6wCAxs/WgTWPPPKIRowYccptOnbs6Pr/rl271K9fP/Xu3VvZ2dlu28XExKi0tNRtWdX1mJiYk+4/NDRUoaGhFisH/FNycrLy8/OVnp5+0u9EAgD8g88MrPnhhx/Ur18/9ezZU6+//rqCgoLc1lcNrCktLVVwcLAk6S9/+YveffddBtYAXlTT6GxJCgoKYnQ2APgRn/hO5A8//KArrrhCcXFxysrK0o8//qiSkhK37zoOHTpUISEhGjlypL799lu99dZbmjlzpsaOHWtj5UDjk5OTU63HMSUlhQAJAH7GJ3oi582bpzvvvLPGdceX//XXX2v06NHKz89X69atNWbMGD366KOW7oueSAAAgNPziRBZnwiRAAAAp+cTH2cDAACgYSFEAgAAwDJCJAAAACwjRAIAAMAyQiQAAAAsI0QCAADAMkIkAAAALCNEAgAAwDJCJAAAACwjRAIAAMAyQiQAAAAsI0QCAADAMkIkAAAALCNEAgAAwDJCJAAAACwjRAIAAMAyQiQAAAAsI0QCAADAMkIkAAAALCNEAgAAwDJCJAAAACwjRAIAAMAyQiQAAAAsI0QCAADAMkIkAAAALCNEAgAAwDJCJAAAACwjRAIAAMAyQiQAAAAsa2J3AQAAAL4sIyND+fn5ruvJycmaPn26jRXVjwBjjLG7iIakrKxMDodDTqdTkZGRdpcDAAAasNTUVFVUVFRbHhQUpJycHBsqqj98nA0AAOCBjIwMV4DMyspSbm6usrKyJEkVFRUaN26cneWdcYRIAAAAD1R9hD1z5kwlJSVJkpKSklxBcvXq1bbVVh8IkQAAAHWQmJjodr0qUDZ2hEgAAIA6KCgoOOX1xooQCQAA4IHk5GRJUnp6uis4FhQUKD09XZKUkpJiW231gdHZJ2B0NgAAqC1GZwMAAMCynJycaj2OKSkpjT5ASvREVkNPJAAAwOnREwkAAADLCJEAAACwjBAJAAAAywiRAAAAsIwQCQAAAMsIkQAAALCMEAkAAADLCJEAAACwjBAJAAAAywiRAAAAsIwQCQAAAMsIkQAAALCMEAkAAADLmthdQENjjJEklZWV2VwJAACAd0VERCggIMAr+yJEnuDAgQOSpNjYWJsrAQAA8C6n06nIyEiv7CvAVHW9QZJUWVmpXbt2eTWpe1NZWZliY2O1c+dOrzUCf8Mx9A6OY91xDOuOY1h3HEPv8JXjSE/kGRQYGKhzzjnH7jJOKzIyskE3Ul/AMfQOjmPdcQzrjmNYdxxD7/Cn48jAGgAAAFhGiAQAAIBlhEgfExoaqilTpig0NNTuUnwWx9A7OI51xzGsO45h3XEMvcMfjyMDawAAAGAZPZEAAACwjBAJAAAAywiRAAAAsIwQCUnSY489posuusjuMhqVefPmKSoqyu4yauVM1frrr79q0KBBioyMVEBAgPbv36/27dvrueeeq/U+atM2R4wYoYEDB9apVtgrNzfX1UYk33r94NR84fUZEBCg995776TrT2yfOMZvQ+SPP/6oe++9V3FxcQoNDVVMTIzS0tKUl5d3Ru93x44dCggIqHa5/fbbz+j9nk56erpycnLq/X5HjBihgIAAPfXUU27L33vvvXr7xaAtW7aoadOmeuONN9yWV1ZWqnfv3rrlllvqpY7aOFPtdsiQIdqyZYuXqvyvV199VcuWLdPy5cu1e/duORwO5efna9SoUV6/rzOpqp1WXVq1aqVrrrlGX3/9tVf2709/xK1YsUJBQUG67rrr7C6lXtkVpNLS0hQUFKT8/Px6v++GpKSkRGPGjFHHjh0VGhqq2NhYDRgwoNbve71793adw/BffvuLNYMGDdKRI0f06quvqmPHjiotLVVOTo727t1bL/f/2Wef6YILLnBdDw8Pr7aNMUYVFRVq0uTMP03NmzdX8+bNz/j91CQsLExPP/207rnnHrVo0aLe779z58566qmnNGbMGPXr109t27aVJD3zzDPavn27PvjgA8v7PHr0qLfLlHRm2u3Ro0cVHh5eYxusq++++04JCQm68MILXcvOOussr99Pfbjmmms0d+5cScfekCZNmqTrr79excXFNlfmW+bMmaMxY8Zozpw52rVrl84++2y7S2q0iouLtXz5ct1///165ZVXlJycbHdJttixY4f69OmjqKgoTZ8+Xd26ddPRo0f16aefavTo0dq0adNp9xESEqKYmJh6qNbHGD/0888/G0kmNzf3lNs988wz5sILLzRNmzY155xzjrn33nvNgQMHXOvnzp1rHA6HWbRokTn//PNNs2bNTFpamtm1a9dJ91lYWGgkma+++qraus8//9xIMp988om5+OKLTXBwsPn888/Ntm3bzA033GDatGljmjVrZpKSksySJUvcbhsfH28yMzPNnXfeaZo3b25iY2PNP/7xD7dtdu7caf74xz+aFi1amKZNm5qePXualStXGmOMmTJliklMTHSrJTk52TRt2tQ4HA7Tu3dvs2PHDtf6Dz74wCQlJZnQ0FDTqlUrM3DgQNe6ffv2mWHDhpmoqCgTHh5urrnmGrNly5Yaj8fw4cPN9ddfb84//3yTkZHhWr5w4UJzYvNctmyZueyyy0xYWJg555xzzJgxY8zBgweNMca88MIL5oILLqh2+5deesm1LDU11UycOLHGOiorK02/fv3MddddZ4wxZuPGjSYsLMy8//77pqKiwkydOtW0a9fOhISEmMTERPPvf//bdduq5/Rf//qXufzyy01oaKiZO3euq31U2bNnj+nZs6cZOHCgOXz4cI11nEpt2q0k8+KLL5prrrnGhIWFmQ4dOpi3337bcq1V7WH+/PkmPj7eREZGmiFDhpiysjLXNmVlZWbo0KGmadOmJiYmxjz77LOmb9++5sEHHzTGGNO3b18jyXXp27evMeZYW50xY4bb4xo5cqRp3bq1iYiIMP369TNr166tVkuV3377zTz88MPG4XCYli1bmoyMDHPHHXeYG2+80fIxra3hw4dX2/+yZcuMJLNnzx5jjDFff/216devnwkLCzMtW7Y0d999t9v54mSvqblz57odJ0lm7ty5xhhjioqKzA033GCaNWtmIiIizODBg01JSYlrn7V5nhqSAwcOmObNm5tNmzaZIUOGmMzMTNe6qvPfzz//bIz57/l14cKFplOnTiY0NNRcffXVpri42HUbb5wb+/XrZ0aPHu12mz179pjg4GDz2Wefee2x19SGjpebm2uSk5NNSEiIiYmJMY8++qg5evSoa/3bb79tLrzwQlf7Sk1NdZ3/Tuaxxx4zf/zjH83GjRuNw+Ewv/76q9v6vn37mjFjxpiMjAzTokULEx0dbaZMmeK2zcaNG02fPn1MaGioSUhIMEuWLDGSzMKFC13bFBcXm8GDBxuHw2FatGhhbrjhBlNYWHjSx15RUWGeeOIJ0759exMWFma6d+/udp7at2+fGTp0qGndurUJCwsznTp1Mq+88sopH+upXHvttaZdu3Y1Hq+q9ibJzJ492wwcONCEh4ebTp06mffff9+13Ynt0xhj/u///s/07dvXhIeHm6ioKHP11Vebffv2GWOM+fe//2369OnjOk9dd911Ztu2bW73nZeXZxITE01oaKjp2bOn633r+HxwunZhN78MkUePHjXNmzc3Dz300CnfzGfMmGH+85//mMLCQpOTk2O6dOli7r33Xtf6uXPnmuDgYNO/f3+Tn59v1qxZYxISEszQoUNPus/ahMju3bubxYsXm23btpm9e/eatWvXmpdfftmsX7/ebNmyxUyaNMmEhYWZoqIi123j4+NNy5YtzaxZs8zWrVvNk08+aQIDA82mTZuMMcdO3h07djS/+93vzLJly8zWrVvNW2+9ZZYvX26McX+jPnr0qHE4HCY9Pd1s27bNbNiwwcybN891fx999JEJCgoykydPNhs2bDBr1641TzzxhKuWG264wSQkJJgvvvjCrF271qSlpZlOnTqZI0eOVHvMVSeXd99914SFhZmdO3caY6qHyG3btplmzZqZGTNmmC1btpi8vDzTo0cPM2LECGPMsTfwgIAA1xv6Qw89ZFq3bm2GDBlijDHmyJEjpmnTptXeYI63Y8cOExkZabKzs80ll1zi2vezzz5rIiMjzZtvvmk2bdpkxo0bZ4KDg13BuOo5bd++vVmwYIHZvn272bVrl1swKy4uNl26dDHDhw83v/3220lrOJXatFtJplWrVmb27Nlm8+bNZtKkSSYoKMhs2LCh1rUac6w9NG/e3Nx8881m/fr15osvvjAxMTHmL3/5i2ubP/3pTyY+Pt589tlnZv369eamm24yERERrhC5d+9ec/fdd5tevXqZ3bt3m7179xpjqofI/v37mwEDBpj8/HyzZcsW88gjj5hWrVq5tj8xRD799NOmRYsWZsGCBWbDhg1m5MiRJiIiol5D5IEDB8w999xjOnXqZCoqKszBgwdN27ZtXccrJyfHdOjQwQwfPtwYc+rX1K+//moeeeQRc8EFF5jdu3eb3bt3m19//dVUVFSYiy66yFx22WWmoKDArFy50vTs2dMVxquOzemep4Zkzpw5JikpyRhjzIcffmjOPfdcU1lZaYypOUQGBwebpKQks3z5clNQUGBSUlJM7969Xfvzxrnxn//8p2nRooXba+rZZ5817du3d9XmDacKkd9//71p2rSpue+++8zGjRvNwoULTevWrV2BbteuXaZJkybm2WefNYWFhebrr782s2bNcvsj5USVlZUmPj7efPTRR8YYY3r27Gnmz5/vtk3fvn1NZGSkeeyxx8yWLVvMq6++agICAszixYuNMcf+YOvSpYu56qqrzNq1a82yZctMSkqKW4g8cuSISUhIMHfddZf5+uuvzYYNG8zQoUNNly5dTHl5eY2P/W9/+5s5//zzzaJFi8x3331n5s6da0JDQ11/II8ePdpcdNFFJj8/3xQWFpolS5aYDz74wOohN8YcOw8FBAS4vUfVRJI555xzzBtvvGG2bt1qHnjgAdO8eXPXeejE9vnVV1+Z0NBQc++995q1a9eab775xrzwwgvmxx9/NMYY884775gFCxaYrVu3mq+++soMGDDAdOvWzVRUVBhjjHE6naZly5bm9ttvN99++6355JNPTOfOnd3ywenaRUPglyHSmGNPcIsWLUxYWJjp3bu3mTBhglm3bt0pb/P222+bVq1aua5X9SAc/9fFrFmzTHR09En3UfUmHh4ebpo1a+a6fPnll65G+t577522/gsuuMC88MILruvx8fHm9ttvd12vrKw0bdq0cfXE/eMf/zARERGuF8SJjn+j3rt37yl7vHr16mVuu+22Gtdt2bLFSDJ5eXmuZT/99JMJDw83//u//1tt++NPLpdeeqm56667jDHVQ+TIkSPNqFGj3G67bNkyExgYaA4dOmQqKytNq1atXH/NXnTRRebJJ580MTExxphjfzEGBwebX375pca6q7zyyismMDDQxMXFGafTaYwx5uyzz3brMTHGmOTkZHPfffcZY/77nD733HNu21QFs02bNpnY2FjzwAMP1PlN6XTtVpL585//7HabSy65xPXHz+lqrTJlyhTTtGlTtx6tjIwMc8kllxhjjvVCBgcHu/Ue7N+/3zRt2tQVIo0x5sEHH3QLPca4h8hly5aZyMjIaqH43HPPdfUWnRgi27Zta6ZNm+a6fvToUXPOOeec8RAZFBTker1KMm3btjVr1qwxxhiTnZ1tWrRo4dbT8fHHH5vAwEBTUlJy2tfUiY/RGGMWL15sgoKC3Hrevv32WyPJrF692nW7Uz1PDU3v3r1dbe/o0aOmdevW5vPPPzfG1BwiJbk+LTHmWK+YJLNq1aqT3ofVc+OhQ4dMixYtzFtvveXapnv37uaxxx6r8+M93qlC5F/+8hfTpUsXt/PDrFmzTPPmzU1FRYVZs2aNkeT2adDpLF682Jx11lmuXqsZM2ZUey327dvXXHbZZW7LkpOTzaOPPmqMOdab1qRJE7N7927X+hN7Il977bVqtZeXl5vw8HDz6aefVnvshw8fNk2bNnV1YFQZOXKkufXWW40xxgwYMMDceeedtX6sp7Jq1Sojybz77run3E6SmTRpkuv6wYMHjSTXp04nts9bb73V9OnTp9Z1/Pjjj0aSWb9+vTHGmJdeesm0atXKHDp0yLXN7Nmz3ULk6dpFQ+C3A2sGDRqkXbt26YMPPtA111yj3NxcXXzxxZo3b55rm88++0ypqalq166dIiIiNGzYMO3du1e//vqra5umTZvq3HPPdV1v27at9uzZc9r7f+utt7R27VrXpWvXrq51SUlJbtsePHhQ6enpSkhIUFRUlJo3b66NGzdW+y5W9+7dXf8PCAhQTEyMq5a1a9eqR48eatmy5Wlra9mypUaMGKG0tDQNGDBAM2fO1O7du13r165dq9TU1Bpvu3HjRjVp0kSXXHKJa1mrVq3UpUsXbdy48ZT3+/TTT+vVV1+tcbt169Zp3rx5ru9uNm/eXGlpaaqsrFRhYaECAgJ0+eWXKzc3V/v379eGDRt03333qby8XJs2bdLSpUuVnJyspk2bnrKGO++8U23bttWYMWMUGRmpsrIy7dq1S3369HHbrk+fPtXqPPF5k6RDhw7pd7/7nW6++WbNnDmzzoOFatNue/Xq5XabXr161arWE7Vv314RERGu68e37e3bt+vo0aNKSUlxrXc4HOrSpYulx7Nu3TodPHhQrVq1cntuCwsL9d1331Xb3ul0avfu3W7tq0mTJrV6PHXVr18/1+t19erVSktL07XXXquioiJt3LhRiYmJatasmWv7Pn36qLKyUps3bz7ta6omGzduVGxsrGJjY13LunbtqqioKLfn81TPU0OyefNmrV69WrfeequkY8/bkCFDNGfOnJPepkmTJm7f4zv//PPdHr83zo1hYWEaNmyYXnnlFUnSl19+qW+++UYjRozwyuOujY0bN6pXr15u54c+ffro4MGD+v7775WYmKjU1FR169ZNgwcP1uzZs/Xzzz+fcp+vvPKKhgwZ4vpO/a233qq8vLxqr6vjj43k3n42b96s2NhYt+8CHv+al469hrdt26aIiAjX67dly5Y6fPhwja/hbdu26ddff9VVV13l9pqfP3++a/t7771X//rXv3TRRRdp3LhxWr58+ekO4UkZCz/Kd/yxaNasmSIjI0/6WjrV+6Akbd26Vbfeeqs6duyoyMhItW/fXpJcbXPz5s3q3r27wsLCXLc58dierl00BH4bIqVjJ4+rrrpKf/3rX7V8+XKNGDFCU6ZMkXTsi7jXX3+9unfvrgULFmjNmjWaNWuWJOnIkSOufQQHB7vtMyAgoFaNNjY2Vp06dXJdjv+tzePfiKRjI6cXLlyoJ554QsuWLdPatWvVrVs3tzpOVktlZaWkmgfunMrcuXO1YsUK9e7dW2+99ZY6d+6slStXerSv2rr88suVlpamCRMmVFt38OBB3XPPPW7Be926ddq6dasrxF9xxRXKzc3VsmXL1KNHD0VGRrqC5dKlS9W3b99a1dGkSROPBjOd+LxJx35LtX///vroo4/0ww8/WN5nTU7VbutS64lO1Z685eDBg2rbtq3b87p27Vpt3rxZGRkZXr2vumrWrJnr9ZqcnKz/9//+n3755RfNnj27Vrc/1WuqLurjefKGOXPm6LffftPZZ5/teo299NJLWrBggZxOp0f79Ma5UZL+9Kc/acmSJfr+++81d+5cXXnllYqPj/eopjMhKChIS5Ys0b///W917dpVL7zwgrp06aLCwsIat9+3b58WLlyoF1980XWs27Vrp99++80VlqvUtf0cPHhQPXv2rPYa3rJli4YOHVrj9pL08ccfu22/YcMGvfPOO5Lk+uPs4Ycf1q5du5Samqr09PRa13S88847TwEBAbUaPGPlWJzufXDAgAHat2+fZs+erVWrVmnVqlWSVK1t+jq/DpEn6tq1q3755RdJ0po1a1RZWalnnnlGl156qTp37qxdu3bZUldeXp5GjBihm266Sd26dVNMTIx27NhhaR/du3fX2rVrtW/fvlrfpkePHpowYYKWL1+uCy+80DUFTvfu3U86LUJCQoJ+++031wtGkvbu3avNmze79baezFNPPaUPP/xQK1ascFt+8cUXa8OGDW7Bu+oSEhIiSerbt682bNigt99+W1dccYWkY8Hys88+U15enmuZFZGRkTr77LOrTaGTl5dXq8cTGBio1157TT179lS/fv3OSBs6vt1KqhZMVq5cqYSEBK/eZ8eOHRUcHOw2bYjT6bQ8TdDFF1+skpISNWnSpNrz2rp162rbOxwOtW3b1q19/fbbb1qzZo3nD8ZDAQEBCgwM1KFDh5SQkKB169a5PQ95eXkKDAx065092WsqJCREFRUVbvtPSEjQzp07tXPnTteyDRs2aP/+/bVqew3Jb7/9pvnz5+uZZ56p9ofg2WefrTfffPOktysoKHBd37x5s/bv3+9qz944N0pSt27dlJSUpNmzZ+uNN97QXXfd5dHj9FRCQoJWrFjh1gGRl5eniIgInXPOOZKOtbc+ffpo6tSp+uqrrxQSEqKFCxfWuL9//vOfOuecc7Ru3Tq34/3MM89o3rx51drayXTp0kU7d+5UaWmpa9mJUwVdfPHF2rp1q9q0aVPtNVzTdDhdu3ZVaGioiouLq21/fK/7WWedpeHDh+v111/Xc889p+zs7FrVfKKWLVsqLS1Ns2bNcnt9VvF03sdTvQ9WvedNmjRJqampSkhIqNZz3KVLF61fv17l5eWuZSce29q0C7v5ZYjcu3evrrzySr3++uv6+uuvVVhYqLffflvTpk3TjTfeKEnq1KmTjh49qhdeeEHbt2/Xa6+9ppdfftmWes877zy9++67rpPu0KFDLfc03HrrrYqJidHAgQOVl5en7du3a8GCBdXCmiQVFhZqwoQJWrFihYqKirR48WJt3brVdeKeMmWK3nzzTU2ZMkUbN27U+vXr9fTTT7tqvfHGG3X33Xfr//7v/7Ru3TrdfvvtateunevYnkq3bt1022236fnnn3db/uijj7qmqli7dq22bt2q999/X/fff79rm+7du6tFixZ644033ELke++9p/Ly8mofSddWRkaGnn76ab311lvavHmzxo8fr7Vr1+rBBx+s1e2DgoL0z3/+U4mJibryyitVUlLiUR21abeS9Pbbb+uVV17Rli1bNGXKFK1evdrtOHlDRESEhg8froyMDH3++ef69ttvNXLkSAUGBlr6yL5///7q1auXBg4cqMWLF2vHjh1avny5Jk6c6BYejvfggw/qqaee0nvvvadNmzbpvvvuq5cJgMvLy1VSUqKSkhJt3LhRY8aM0cGDBzVgwADddtttCgsL0/Dhw/XNN9/o888/15gxYzRs2DBFR0ef9jXVvn17FRYWau3atfrpp59UXl6u/v37u14PX375pVavXq077rhDffv2rZeP773po48+0s8//6yRI0fqwgsvdLsMGjTopB9pBwcHa8yYMVq1apXWrFmjESNG6NJLL3V97OeNc2OVP/3pT3rqqadkjNFNN93k8WM9FafTWa3HbufOnbrvvvu0c+dOjRkzRps2bdL777+vKVOmaOzYsQoMDNSqVav0xBNPqKCgQMXFxXr33Xf1448/nvSPwzlz5uiWW26pdqxHjhypn376SYsWLapVvVdddZXOPfdcDR8+XF9//bXy8vI0adIkSXK9zm+77Ta1bt1aN954o5YtW6bCwkLl5ubqgQceqPEj14iICKWnp+vhhx/Wq6++qu+++05ffvmlXnjhBb366quSpMmTJ+v999/Xtm3b9O233+qjjz6q0x/Cs2bNUkVFhVJSUrRgwQJt3bpVGzdu1PPPP1/t6z+1NWHCBOXn5+u+++7T119/rU2bNumll17STz/9pBYtWqhVq1bKzs7Wtm3b9J///Edjx451u31VWx01apQ2btyoTz/9VFlZWZL+e2xP1y4aBFu/kWmTw4cPm/Hjx5uLL77YOBwO07RpU9OlSxczadIktykQnn32WdO2bVsTHh5u0tLSzPz582ucguJ4NU1Nc7zajM4+fgqBqtv069fPhIeHm9jYWPP3v//dbSoVY6qPeDXGmMTERLdRXDt27DCDBg0ykZGRpmnTpiYpKcn1BfXjv9hfUlJiBg4caNq2bWtCQkJMfHy8mTx5stsXeRcsWGAuuugiExISYlq3bm1uvvlm17qqKX4cDofr2J1qip8Tv2xeWFhoQkJCqh3H1atXm6uuuso0b97cNGvWzHTv3r3agJcbb7zRNGnSxDVqsaKiwrRo0cJceumlNd5/TU48lhUVFeaxxx4z7dq1M8HBwSed4ufE5/TE9nH06FFz8803m4SEBFNaWlrreqrUpt1KMrNmzTJXXXWVCQ0NNe3bt3cbMFDbWmsa6DFjxgwTHx/vul7TFD8pKSlm/Pjxrm1ON7Cmaj9jxowxZ599tgkODjaxsbHmtttucw0oObGWo0ePmgcffNBERkaaqKgoM3bs2HqZ4kfHTcETERFhkpOTzTvvvOPa5lRT/JzuNXX48GEzaNAgExUV5dEUP8c78XlqCK6//nrz+9//vsZ1VQMfZs6cWeP5dcGCBaZjx44mNDTU9O/f323ktbfOjcYcG3FfNRL2TDixDVVdRo4caYw59VQuGzZsMGlpaeass84yoaGhpnPnzm6Dh45XUFDgNvjqRNdee6256aabjDGm2rEy5tg5tGpWAWP+O8VPSEiIOf/8882HH35oJJlFixa5ttm9e7e54447TOvWrU1oaKjp2LGjufvuu12DE088z1dWVprnnnvOdOnSxQQHB5uzzjrLpKWlmaVLlxpjjPmf//kfk5CQYMLDw03Lli3NjTfeaLZv3177g12DXbt2mdGjR5v4+HgTEhJi2rVrZ2644QbXwC6dMG2RMcY4HA7Xa7Gm9+fc3FzTu3dvExoaaqKiokxaWppr/ZIlS0xCQoIJDQ013bt3N7m5udXuIy8vz3Tv3t2EhISYnj17mjfeeMNIcs0cUHUfDXmKnwBjLHzrFECDFhAQoIULF9ryyxi//PKL2rVrp2eeeUYjR46s9/sH6mLHjh0699xzlZ+fr4svvtjuchqsvLw8XXbZZdq2bZvboFLU3T//+U/deeedcjqdZ2zsgbf57S/WAKibr776Sps2bVJKSoqcTqcef/xxSarV1xaAhuLo0aPau3evJk2apEsvvZQAeYKFCxeqefPmOu+887Rt2zY9+OCD6tOnDwHSC+bPn6+OHTuqXbt2WrdunR599FH94Q9/8JkAKREiAdRBVlaWNm/erJCQEPXs2VPLli2rcUAM0FDl5eWpX79+6ty5s2t0MP7rwIEDevTRR1VcXKzWrVurf//+euaZZ+wuq1EoKSnR5MmTVVJSorZt22rw4MHKzMy0uyxL+DgbAAAAljWQ4T0AAADwJYRIAAAAWEaIBAAAgGWESAAAAFhGiAQAAIBlhEgAqCc7duxQQECA1q5da3cpAFBnhEgAqCexsbHavXu3LrzwQklSbm6uAgIC6uW3vwHA25hsHADqSVBQkGJiYuwuAwC8gp5IAPCyyspKTZs2TZ06dVJoaKji4uKUmZnp9nH2jh071K9fP0lSixYtFBAQoBEjRmj+/Plq1aqVysvL3fY5cOBADRs2zI6HAwA1oicSALxswoQJmj17tmbMmKHLLrtMu3fv1qZNm9y2iY2N1YIFCzRo0CBt3rxZkZGRCg8PV0hIiB544AF98MEHGjx4sCRpz549+vjjj7V48WI7Hg4A1IgQCQBedODAAc2cOVN///vfNXz4cEnSueeeq8suu0w7duxwbRcUFKSWLVtKktq0aaOoqCjXuqFDh2ru3LmuEPn6668rLi5OV1xxRX09DAA4LT7OBgAv2rhxo8rLy5WamurxPu6++24tXrxYP/zwgyRp3rx5GjFihAICArxVJgDUGT2RAOBF4eHhdd5Hjx49lJiYqPnz5+vqq6/Wt99+q48//tgL1QGA99ATCQBedN555yk8PFw5OTmn3TYkJESSVFFRUW3dn/70J82bN09z585V//79FRsb6/VaAaAuCJEA4EVhYWF69NFHNW7cOM2fP1/fffedVq5cqTlz5lTbNj4+XgEBAfroo4/0448/6uDBg651Q4cO1ffff6/Zs2frrrvuqs+HAAC1QogEAC/761//qkceeUSTJ09WQkKChgwZoj179lTbrl27dpo6darGjx+v6Oho3X///a51DodDgwYNUvPmzTVw4MB6rB4AaifAGGPsLgIAUF1qaqouuOACPf/883aXAgDVECIBoIH5+eeflZubq1tuuUUbNmxQly5d7C4JAKphdDYANDA9evTQzz//rKeffpoACaDBoicSAAAAljGwBgAAAJYRIgEAAGAZIRIAAACWESIBAABgGSESAAAAlhEiAQAAYBkhEgAAAJYRIgEAAGDZ/wdmpcldqwaDSgAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 661.111x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f = sns.catplot(x='city', y='max_temp', data=df, kind='box', height=5, aspect=1.3)\n",
    "f.savefig('../../media/CH11_F30_LERNER.jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x13fffdb50>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 511.111x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(x='city', y='max_temp', data=df, kind='violin')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f = sns.displot(x='max_temp', data=df)\n",
    "f.savefig('../../media/CH10_F31_LERNER.jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 645.375x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f = sns.displot(x='max_temp', data=df, hue='city')\n",
    "f.savefig('../../media/CH10_F32_LERNER.jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 645.375x3500 with 7 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f = sns.displot(x='max_temp', data=df, hue='city', row='city')\n",
    "f.savefig('../../media/CH10_F33_LERNER.jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
